From c97516e287aed8d47d19f824ae8a312b604480a1 Mon Sep 17 00:00:00 2001 From: Jen Looper Date: Tue, 28 Sep 2021 21:33:52 -0400 Subject: [PATCH 01/26] small edit for .gitignore and addition to README for DS --- .gitignore | 1 + README.md | 53 +++++++++++++++++++++++++++-------------------------- 2 files changed, 28 insertions(+), 26 deletions(-) diff --git a/.gitignore b/.gitignore index 1217dc76..b5387368 100644 --- a/.gitignore +++ b/.gitignore @@ -8,3 +8,4 @@ .vscode/ipch .ipynb_checkpoints /node_modules +quiz-app/dist diff --git a/README.md b/README.md index 78902d21..c7fb8eab 100644 --- a/README.md +++ b/README.md @@ -76,32 +76,32 @@ We have two choices of IoT hardware to use for the projects depending on persona ## Lessons -| | Project Name | Concepts Taught | Learning Objectives | Linked Lesson | -| :-: | :----------: | :-------------: | ------------------- | :-----------: | -| 01 | [Getting started](./1-getting-started) | Introduction to IoT | Learn the basic principles of IoT and the basic building blocks of IoT solutions such as sensors and cloud services whilst you are setting up your first IoT device | [Introduction to IoT](./1-getting-started/lessons/1-introduction-to-iot/README.md) | -| 02 | [Getting started](./1-getting-started) | A deeper dive into IoT | Learn more about the components of an IoT system, as well as microcontrollers and single-board computers | [A deeper dive into IoT](./1-getting-started/lessons/2-deeper-dive/README.md) | -| 03 | [Getting started](./1-getting-started) | Interact with the physical world with sensors and actuators | Learn about sensors to gather data from the physical world, and actuators to send feedback, whilst you build a nightlight | [Interact with the physical world with sensors and actuators](./1-getting-started/lessons/3-sensors-and-actuators/README.md) | -| 04 | [Getting started](./1-getting-started) | Connect your device to the Internet | Learn about how to connect an IoT device to the Internet to send and receive messages by connecting your nightlight to an MQTT broker | [Connect your device to the Internet](./1-getting-started/lessons/4-connect-internet/README.md) | -| 05 | [Farm](./2-farm) | Predict plant growth | Learn how to predict plant growth using temperature data captured by an IoT device | [Predict plant growth](./2-farm/lessons/1-predict-plant-growth/README.md) | -| 06 | [Farm](./2-farm) | Detect soil moisture | Learn how to detect soil moisture and calibrate a soil moisture sensor | [Detect soil moisture](./2-farm/lessons/2-detect-soil-moisture/README.md) | -| 07 | [Farm](./2-farm) | Automated plant watering | Learn how to automate and time watering using a relay and MQTT | [Automated plant watering](./2-farm/lessons/3-automated-plant-watering/README.md) | -| 08 | [Farm](./2-farm) | Migrate your plant to the cloud | Learn about the cloud and cloud-hosted IoT services and how to connect your plant to one of these instead of a public MQTT broker | [Migrate your plant to the cloud](./2-farm/lessons/4-migrate-your-plant-to-the-cloud/README.md) | -| 09 | [Farm](./2-farm) | Migrate your application logic to the cloud | Learn about how you can write application logic in the cloud that responds to IoT messages | [Migrate your application logic to the cloud](./2-farm/lessons/5-migrate-application-to-the-cloud/README.md) | -| 10 | [Farm](./2-farm) | Keep your plant secure | Learn about security with IoT and how to keep your plant secure with keys and certificates | [Keep your plant secure](./2-farm/lessons/6-keep-your-plant-secure/README.md) | -| 11 | [Transport](./3-transport) | Location tracking | Learn about GPS location tracking for IoT devices | [Location tracking](./3-transport/lessons/1-location-tracking/README.md) | -| 12 | [Transport](./3-transport) | Store location data | Learn how to store IoT data to be visualized or analysed later | [Store location data](./3-transport/lessons/2-store-location-data/README.md) | -| 13 | [Transport](./3-transport) | Visualize location data | Learn about visualizing location data on a map, and how maps represent the real 3d world in 2 dimensions | [Visualize location data](./3-transport/lessons/3-visualize-location-data/README.md) | -| 14 | [Transport](./3-transport) | Geofences | Learn about geofences, and how they can be used to alert when vehicles in the supply chain are close to their destination | [Geofences](./3-transport/lessons/4-geofences/README.md) | -| 15 | [Manufacturing](./4-manufacturing) | Train a fruit quality detector | Learn about training an image classifier in the cloud to detect fruit quality | [Train a fruit quality detector](./4-manufacturing/lessons/1-train-fruit-detector/README.md) | -| 16 | [Manufacturing](./4-manufacturing) | Check fruit quality from an IoT device | Learn about using your fruit quality detector from an IoT device | [Check fruit quality from an IoT device](./4-manufacturing/lessons/2-check-fruit-from-device/README.md) | -| 17 | [Manufacturing](./4-manufacturing) | Run your fruit detector on the edge | Learn about running your fruit detector on an IoT device on the edge | [Run your fruit detector on the edge](./4-manufacturing/lessons/3-run-fruit-detector-edge/README.md) | -| 18 | [Manufacturing](./4-manufacturing) | Trigger fruit quality detection from a sensor | Learn about triggering fruit quality detection from a sensor | [Trigger fruit quality detection from a sensor](./4-manufacturing/lessons/4-trigger-fruit-detector/README.md) | -| 19 | [Retail](./5-retail) | Train a stock detector | Learn how to use object detection to train a stock detector to count stock in a shop | [Train a stock detector](./5-retail/lessons/1-train-stock-detector/README.md) | -| 20 | [Retail](./5-retail) | Check stock from an IoT device | Learn how to check stock from an IoT device using an object detection model | [Check stock from an IoT device](./5-retail/lessons/2-check-stock-device/README.md) | -| 21 | [Consumer](./6-consumer) | Recognize speech with an IoT device | Learn how to recognize speech from an IoT device to build a smart timer | [Recognize speech with an IoT device](./6-consumer/lessons/1-speech-recognition/README.md) | -| 22 | [Consumer](./6-consumer) | Understand language | Learn how to understand sentences spoken to an IoT device | [Understand language](./6-consumer/lessons/2-language-understanding/README.md) | -| 23 | [Consumer](./6-consumer) | Set a timer and provide spoken feedback | Learn how to set a timer on an IoT device and give spoken feedback on when the timer is set and when it finishes | [Set a timer and provide spoken feedback](./6-consumer/lessons/3-spoken-feedback/README.md) | -| 24 | [Consumer](./6-consumer) | Support multiple languages | Learn how to support multiple languages, both being spoken to and the responses from your smart timer | [Support multiple languages](./6-consumer/lessons/4-multiple-language-support/README.md) | +| | Project Name | Concepts Taught | Learning Objectives | Linked Lesson | +| :---: | :------------------------------------: | :---------------------------------------------------------: | ------------------------------------------------------------------------------------------------------------------------------------------------------------------- | :--------------------------------------------------------------------------------------------------------------------------: | +| 01 | [Getting started](./1-getting-started) | Introduction to IoT | Learn the basic principles of IoT and the basic building blocks of IoT solutions such as sensors and cloud services whilst you are setting up your first IoT device | [Introduction to IoT](./1-getting-started/lessons/1-introduction-to-iot/README.md) | +| 02 | [Getting started](./1-getting-started) | A deeper dive into IoT | Learn more about the components of an IoT system, as well as microcontrollers and single-board computers | [A deeper dive into IoT](./1-getting-started/lessons/2-deeper-dive/README.md) | +| 03 | [Getting started](./1-getting-started) | Interact with the physical world with sensors and actuators | Learn about sensors to gather data from the physical world, and actuators to send feedback, whilst you build a nightlight | [Interact with the physical world with sensors and actuators](./1-getting-started/lessons/3-sensors-and-actuators/README.md) | +| 04 | [Getting started](./1-getting-started) | Connect your device to the Internet | Learn about how to connect an IoT device to the Internet to send and receive messages by connecting your nightlight to an MQTT broker | [Connect your device to the Internet](./1-getting-started/lessons/4-connect-internet/README.md) | +| 05 | [Farm](./2-farm) | Predict plant growth | Learn how to predict plant growth using temperature data captured by an IoT device | [Predict plant growth](./2-farm/lessons/1-predict-plant-growth/README.md) | +| 06 | [Farm](./2-farm) | Detect soil moisture | Learn how to detect soil moisture and calibrate a soil moisture sensor | [Detect soil moisture](./2-farm/lessons/2-detect-soil-moisture/README.md) | +| 07 | [Farm](./2-farm) | Automated plant watering | Learn how to automate and time watering using a relay and MQTT | [Automated plant watering](./2-farm/lessons/3-automated-plant-watering/README.md) | +| 08 | [Farm](./2-farm) | Migrate your plant to the cloud | Learn about the cloud and cloud-hosted IoT services and how to connect your plant to one of these instead of a public MQTT broker | [Migrate your plant to the cloud](./2-farm/lessons/4-migrate-your-plant-to-the-cloud/README.md) | +| 09 | [Farm](./2-farm) | Migrate your application logic to the cloud | Learn about how you can write application logic in the cloud that responds to IoT messages | [Migrate your application logic to the cloud](./2-farm/lessons/5-migrate-application-to-the-cloud/README.md) | +| 10 | [Farm](./2-farm) | Keep your plant secure | Learn about security with IoT and how to keep your plant secure with keys and certificates | [Keep your plant secure](./2-farm/lessons/6-keep-your-plant-secure/README.md) | +| 11 | [Transport](./3-transport) | Location tracking | Learn about GPS location tracking for IoT devices | [Location tracking](./3-transport/lessons/1-location-tracking/README.md) | +| 12 | [Transport](./3-transport) | Store location data | Learn how to store IoT data to be visualized or analysed later | [Store location data](./3-transport/lessons/2-store-location-data/README.md) | +| 13 | [Transport](./3-transport) | Visualize location data | Learn about visualizing location data on a map, and how maps represent the real 3d world in 2 dimensions | [Visualize location data](./3-transport/lessons/3-visualize-location-data/README.md) | +| 14 | [Transport](./3-transport) | Geofences | Learn about geofences, and how they can be used to alert when vehicles in the supply chain are close to their destination | [Geofences](./3-transport/lessons/4-geofences/README.md) | +| 15 | [Manufacturing](./4-manufacturing) | Train a fruit quality detector | Learn about training an image classifier in the cloud to detect fruit quality | [Train a fruit quality detector](./4-manufacturing/lessons/1-train-fruit-detector/README.md) | +| 16 | [Manufacturing](./4-manufacturing) | Check fruit quality from an IoT device | Learn about using your fruit quality detector from an IoT device | [Check fruit quality from an IoT device](./4-manufacturing/lessons/2-check-fruit-from-device/README.md) | +| 17 | [Manufacturing](./4-manufacturing) | Run your fruit detector on the edge | Learn about running your fruit detector on an IoT device on the edge | [Run your fruit detector on the edge](./4-manufacturing/lessons/3-run-fruit-detector-edge/README.md) | +| 18 | [Manufacturing](./4-manufacturing) | Trigger fruit quality detection from a sensor | Learn about triggering fruit quality detection from a sensor | [Trigger fruit quality detection from a sensor](./4-manufacturing/lessons/4-trigger-fruit-detector/README.md) | +| 19 | [Retail](./5-retail) | Train a stock detector | Learn how to use object detection to train a stock detector to count stock in a shop | [Train a stock detector](./5-retail/lessons/1-train-stock-detector/README.md) | +| 20 | [Retail](./5-retail) | Check stock from an IoT device | Learn how to check stock from an IoT device using an object detection model | [Check stock from an IoT device](./5-retail/lessons/2-check-stock-device/README.md) | +| 21 | [Consumer](./6-consumer) | Recognize speech with an IoT device | Learn how to recognize speech from an IoT device to build a smart timer | [Recognize speech with an IoT device](./6-consumer/lessons/1-speech-recognition/README.md) | +| 22 | [Consumer](./6-consumer) | Understand language | Learn how to understand sentences spoken to an IoT device | [Understand language](./6-consumer/lessons/2-language-understanding/README.md) | +| 23 | [Consumer](./6-consumer) | Set a timer and provide spoken feedback | Learn how to set a timer on an IoT device and give spoken feedback on when the timer is set and when it finishes | [Set a timer and provide spoken feedback](./6-consumer/lessons/3-spoken-feedback/README.md) | +| 24 | [Consumer](./6-consumer) | Support multiple languages | Learn how to support multiple languages, both being spoken to and the responses from your smart timer | [Support multiple languages](./6-consumer/lessons/4-multiple-language-support/README.md) | ## Offline access @@ -130,6 +130,7 @@ Our team produces other curricula! Check out: - [Web Dev for Beginners](https://aka.ms/webdev-beginners) - [ML for Beginners](https://aka.ms/ml-beginners) +- [Data Science for Beginners](https://aka.ms/datascience-beginners) ## Image attributions From ee6bb10110ae97e4a76b5d3bec0003d83a0135dd Mon Sep 17 00:00:00 2001 From: Jim Bennett Date: Wed, 29 Sep 2021 14:40:06 -0700 Subject: [PATCH 02/26] Update CONTRIBUTING.md --- CONTRIBUTING.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 4ae0ac57..d23d600f 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -5,6 +5,8 @@ agree to a Contributor License Agreement (CLA) declaring that you have the right and actually do, grant us the rights to use your contribution. For details, visit https://cla.microsoft.com. +> Important: when translating text in this repo, please ensure that you do not use machine translation. We will verify translations via the community, so please only volunteer for translations in languages where you are proficient. + When you submit a pull request, a CLA-bot will automatically determine whether you need to provide a CLA and decorate the PR appropriately (e.g., label, comment). Simply follow the instructions provided by the bot. You will only need to do this once across all repositories using our CLA. From 2f4aaa4b5bc700d5468935d36a391c0853d1f202 Mon Sep 17 00:00:00 2001 From: Jim Bennett Date: Wed, 29 Sep 2021 14:40:24 -0700 Subject: [PATCH 03/26] Update TRANSLATIONS.md --- TRANSLATIONS.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/TRANSLATIONS.md b/TRANSLATIONS.md index 2137b6ea..70171e2c 100644 --- a/TRANSLATIONS.md +++ b/TRANSLATIONS.md @@ -17,6 +17,8 @@ When translating the initial Readme, link the other translations to your transla where _[language]_ is a two letter language abbreviation following the ISO 639-1 standard (e.g. `README.es.md` for Spanish and `README.nl.md` for Dutch). +> Important: when translating text in this repo, please ensure that you do not use machine translation. We will verify translations via the community, so please only volunteer for translations in languages where you are proficient. + ## Quizzes Add your translation to the quiz-app by adding a file here: https://github.com/microsoft/IoT-For-Beginners/tree/main/quiz-app/src/assets/translations. Please don't localize the words 'true' or 'false' however. thanks! From cfbc5878f2022e06801f19bd8efb724e1f49838b Mon Sep 17 00:00:00 2001 From: Jim Bennett Date: Wed, 29 Sep 2021 15:36:40 -0700 Subject: [PATCH 04/26] Update wio-terminal.md --- .../lessons/1-introduction-to-iot/wio-terminal.md | 12 +++++++++++- 1 file changed, 11 insertions(+), 1 deletion(-) diff --git a/1-getting-started/lessons/1-introduction-to-iot/wio-terminal.md b/1-getting-started/lessons/1-introduction-to-iot/wio-terminal.md index 71c9cce3..15368740 100644 --- a/1-getting-started/lessons/1-introduction-to-iot/wio-terminal.md +++ b/1-getting-started/lessons/1-introduction-to-iot/wio-terminal.md @@ -154,6 +154,16 @@ Write the Hello World app. The `loop` function sends the line `Hello World!` to the serial port, so the characters of `Hello World!` along with a new line character. It then sleeps for 5,000 milliseconds or 5 seconds. After the `loop` ends, it is run again, and again, and so on all the time the microcontroller is powered on. +1. Put your Wio Terminal into upload mode. You will need to do this every time you upload new code to the device: + + 1. Pull down twice quickly on the power switch - it will spring back to the on position each time. + + 1. Check the blue status LED to the right hand side of the USB port. It should be pulsing. + + [![A video showing how to put the Wio Terminal into upload mode](https://img.youtube.com/vi/LeKU_7zLRrQ/0.jpg)](https://youtu.be/LeKU_7zLRrQ) + + Click the image above for a video showing how to do this. + 1. Build and upload the code to the Wio Terminal 1. Open the VS Code command palette @@ -168,7 +178,7 @@ Write the Hello World app. > 💁 If you are using macOS, a notification about a *DISK NOT EJECTED PROPERLY* will appear. This is because the Wio Terminal gets mounted as a drive as part of the flashing process, and it is disconnected when the compiled code is written to the device. You can ignore this notification. - ⚠ī¸ If you get errors about the upload port being unavailable, first make sure you have the Wio Terminal connected to your computer, and switched on using the switch on the left hand side of the screen. The green light on the bottom should be on. If you still get the error, pull the on/off switch down twice in quick succession to force the Wio Terminal into bootloader mode and try the upload again. + ⚠ī¸ If you get errors about the upload port being unavailable, first make sure you have the Wio Terminal connected to your computer, and switched on using the switch on the left hand side of the screen, and set into upload mode. The green light on the bottom should be on, and the blue light should be pulsing. If you still get the error, pull the on/off switch down twice in quick succession again to force the Wio Terminal into upload mode and try the upload again. PlatformIO has a Serial Monitor that can monitor data sent over the USB cable from the Wio Terminal. This allows you to monitor the data sent by the `Serial.println("Hello World");` command. From 54ed42874ad5290fb9ae2db2c664fcfe5ed9096f Mon Sep 17 00:00:00 2001 From: Flex Zhong Date: Mon, 4 Oct 2021 07:04:42 +0800 Subject: [PATCH 05/26] Update README.zh-cn.md (#313) * Update README.zh-cn.md * Update README.zh-cn.md --- translations/README.zh-cn.md | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/translations/README.zh-cn.md b/translations/README.zh-cn.md index 2935a0ea..246ee905 100644 --- a/translations/README.zh-cn.md +++ b/translations/README.zh-cn.md @@ -36,7 +36,7 @@ Microsoft įš„ Azure Cloud 大äŊŋ垈éĢ˜å…´æäž›å…ŗäēŽ IoT åŸēįĄ€įš„一ä¸Ē 12 ä¸Ē > đŸŽĨ į‚šå‡ģäģĨ上įš„回į‰‡æĨįœ‹čŋ™ä¸Ē饚į›Žįš„åŽŖäŧ į‰‡īŧ -## 教å­Ļæŗ• +## 教å­Ļæ–šæŗ• 创åģēčŋ™ä¸Ēč¯žį¨‹æ—ļīŧŒæˆ‘äģŦ选拊äē†ä¸¤ä¸Ēæ•™č‚˛åŽŸį†īŧšįĄŽäŋåŽƒåŸēäēŽéĄšį›ŽäģĨ及厃常常包æ‹ŦįŸĨč¯†æĩ‹éĒŒã€‚åŽŒæˆč¯žį¨‹åŽīŧŒå­Ļį”ŸäģŦåē”č¯Ĩ创åģēäē†ä¸€ä¸Ē植į‰Šį›‘æĩ‹å’Œæĩ‡æ°´įŗģįģŸã€čŊĻ辆čŋŊč¸Ē器、ä¸ēäē†čŋŊč¸Ē和æŖ€æŸĨéŖŸį‰Šįš„æ™ēčƒŊåˇĨåŽ‚čŽžįŊŽäģĨ及åŖ°æŽ§įƒšéĨĒ厚æ—ļ器īŧŒčŋ˜æœ‰å­Ļäŧšäē†į‰Šč”įŊ‘įš„åŸēæœŦ技čƒŊīŧŒåŒ…æ‹Ŧ怎䚈ä¸ēčŽžå¤‡å†™äģŖį ã€čŋžæŽĨ到äē‘、分析éĨæĩ‹äģĨåŠåœ¨čžšįŧ˜ä¸ŠčŋčĄŒäēēåˇĨæ™ēčƒŊ。 @@ -50,7 +50,7 @@ Microsoft įš„ Azure Cloud 大äŊŋ垈éĢ˜å…´æäž›å…ŗäēŽ IoT åŸēįĄ€įš„一ä¸Ē 12 ä¸Ē 栚捎äŊ č‡Ēåˇąįš„选拊、įŸĨ道或喜æŦĸįš„įŧ–į č¯­č¨€ã€å­Ļäš į›Žæ ‡į­‰īŧŒæˆ‘äģŦ寚äēŽéĄšį›Žįš„ IoT įĄŦäģļ有两ä¸Ē选拊。我äģŦ䚟提䞛äē†ä¸€ä¸Ēâ€œč™šæ‹ŸįĄŦäģļ”įš„į‰ˆæœŦīŧŒä¸ē无æŗ•æ‹ŋ到įĄŦäģļæˆ–č€…æƒŗ在䚰įĄŦäģļ䚋前å­Ļ多一į‚šå„ŋ东čĨŋįš„äēē。äŊ čƒŊ在[įĄŦäģļéĄĩ](../hardware.md)扞到更多čĩ„æ–™ä¸Žâ€œč´­į‰Šæ¸…单”īŧ›åŽƒäšŸåŒ…æ‹ŦæĨč‡Ē我äģŦ朋友 Seeed Studio 厌整åĨ—äģļįš„é“žæŽĨ。 -> 💁 扞一下我äģŦįš„[行ä¸ē厈则](../CODE_OF_CONDUCT.md)、 [č´ĄįŒŽ](../CONTRIBUTING.md)和 [įŋģč¯‘](../TRANSLATIONS.md)įš„指å¯ŧ斚针。 我äģŦæŦĸčŋŽäŊ įš„åģēčŽžæ€§åéĻˆīŧ +> 💁 扞一下我äģŦįš„ [行ä¸ē厈则](../CODE_OF_CONDUCT.md)、 [č´ĄįŒŽ](../CONTRIBUTING.md) 和 [įŋģč¯‘](../TRANSLATIONS.md) įš„指å¯ŧ斚针。 我äģŦæŦĸčŋŽäŊ įš„åģēčŽžæ€§åéĻˆīŧ ## 每ä¸Ēč¯žåŒ…æ‹Ŧīŧš @@ -117,10 +117,11 @@ npm run convert ## å…ļåŽƒč¯žį¨‹ -我äģŦįš„įģ„į”Ÿæˆäē†å…ļåŽƒč¯žį¨‹īŧæŸĨ一下īŧš +我äģŦįš„å›ĸ队åˆļäŊœäē†å…ļåŽƒč¯žį¨‹īŧæŸĨ一下īŧš - [įŊ‘įĢ™åŧ€å‘īŧˆWeb Dev for Beginnersīŧ‰](https://aka.ms/webdev-beginners) - [æœē器å­Ļäš īŧˆML for Beginnersīŧ‰](https://aka.ms/ml-beginners) +- [数捎į§‘å­ĻīŧˆData Science for Beginnersīŧ‰](https://aka.ms/datascience-beginners) ## 回į‰‡åąžæ€§ From 5b939a529af4db7eae23242dc26c57f80026c180 Mon Sep 17 00:00:00 2001 From: Flex Zhong Date: Mon, 4 Oct 2021 07:05:54 +0800 Subject: [PATCH 06/26] Translations/ -> translations/ (#314) * Rename 1-getting-started/Translations/README.ar.md to 1-getting-started/translations/README.ar.md * rename * Update package-lock.json Co-authored-by: Jim Bennett --- .../{Translations => translations}/README.ar.md | 2 +- .../{Translations => translations}/README.bn.md | 0 .../{Translations => translations}/README.es.md | 0 .../{Translations => translations}/README.hi.md | 0 .../{Translations => translations}/README.id.md | 0 .../{Translations => translations}/README.ja.md | 0 .../{Translations => translations}/README.pt.md | 0 .../{Translations => translations}/README.zh-cn.md | 0 .../wio-running-assignment-1-1.gif | Bin 9 files changed, 1 insertion(+), 1 deletion(-) rename 1-getting-started/{Translations => translations}/README.ar.md (96%) rename 1-getting-started/{Translations => translations}/README.bn.md (100%) rename 1-getting-started/{Translations => translations}/README.es.md (100%) rename 1-getting-started/{Translations => translations}/README.hi.md (100%) rename 1-getting-started/{Translations => translations}/README.id.md (100%) rename 1-getting-started/{Translations => translations}/README.ja.md (100%) rename 1-getting-started/{Translations => translations}/README.pt.md (100%) rename 1-getting-started/{Translations => translations}/README.zh-cn.md (100%) rename 1-getting-started/{Translations => translations}/wio-running-assignment-1-1.gif (100%) diff --git a/1-getting-started/Translations/README.ar.md b/1-getting-started/translations/README.ar.md similarity index 96% rename from 1-getting-started/Translations/README.ar.md rename to 1-getting-started/translations/README.ar.md index a0696388..e9f8068a 100644 --- a/1-getting-started/Translations/README.ar.md +++ b/1-getting-started/translations/README.ar.md @@ -13,4 +13,4 @@ #
اŲ„اؚØĒŲ…اداØĒ
- [Jim Bennett](https://GitHub.com/JimBobBennett) ŲƒØĒبØĒ ØŦŲ…ŲŠØš اŲ„Ø¯ØąŲˆØŗ Ų…Øš â™Ĩī¸ Ų…Ų† Ų‚بŲ„ \ No newline at end of file + [Jim Bennett](https://GitHub.com/JimBobBennett) ŲƒØĒبØĒ ØŦŲ…ŲŠØš اŲ„Ø¯ØąŲˆØŗ Ų…Øš â™Ĩī¸ Ų…Ų† Ų‚بŲ„ diff --git a/1-getting-started/Translations/README.bn.md b/1-getting-started/translations/README.bn.md similarity index 100% rename from 1-getting-started/Translations/README.bn.md rename to 1-getting-started/translations/README.bn.md diff --git a/1-getting-started/Translations/README.es.md b/1-getting-started/translations/README.es.md similarity index 100% rename from 1-getting-started/Translations/README.es.md rename to 1-getting-started/translations/README.es.md diff --git a/1-getting-started/Translations/README.hi.md b/1-getting-started/translations/README.hi.md similarity index 100% rename from 1-getting-started/Translations/README.hi.md rename to 1-getting-started/translations/README.hi.md diff --git a/1-getting-started/Translations/README.id.md b/1-getting-started/translations/README.id.md similarity index 100% rename from 1-getting-started/Translations/README.id.md rename to 1-getting-started/translations/README.id.md diff --git a/1-getting-started/Translations/README.ja.md b/1-getting-started/translations/README.ja.md similarity index 100% rename from 1-getting-started/Translations/README.ja.md rename to 1-getting-started/translations/README.ja.md diff --git a/1-getting-started/Translations/README.pt.md b/1-getting-started/translations/README.pt.md similarity index 100% rename from 1-getting-started/Translations/README.pt.md rename to 1-getting-started/translations/README.pt.md diff --git a/1-getting-started/Translations/README.zh-cn.md b/1-getting-started/translations/README.zh-cn.md similarity index 100% rename from 1-getting-started/Translations/README.zh-cn.md rename to 1-getting-started/translations/README.zh-cn.md diff --git a/1-getting-started/Translations/wio-running-assignment-1-1.gif b/1-getting-started/translations/wio-running-assignment-1-1.gif similarity index 100% rename from 1-getting-started/Translations/wio-running-assignment-1-1.gif rename to 1-getting-started/translations/wio-running-assignment-1-1.gif From f651f3f80886fb5894be12ba0f3ca11006479885 Mon Sep 17 00:00:00 2001 From: Jim Bennett Date: Tue, 5 Oct 2021 17:45:28 -0700 Subject: [PATCH 07/26] Update README.md --- 2-farm/lessons/3-automated-plant-watering/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/2-farm/lessons/3-automated-plant-watering/README.md b/2-farm/lessons/3-automated-plant-watering/README.md index f65ffec5..7801ea13 100644 --- a/2-farm/lessons/3-automated-plant-watering/README.md +++ b/2-farm/lessons/3-automated-plant-watering/README.md @@ -18,7 +18,7 @@ In this lesson we'll cover: * [Control a relay](#control-a-relay) * [Control your plant over MQTT](#control-a-relay) * [Sensor and actuator timing](#sensor-and-actuator-timing) -* [Add timing to your plant control](#add-timing-to-your-plant-control) +* [Add timing to your plant control server](#add-timing-to-your-plant-control-server) ## Control high power devices from a low power IoT device From 94290e56c0a29d23c39fbe7f6703eca682ea7007 Mon Sep 17 00:00:00 2001 From: "Mohammad Iftekher (Iftu) Ebne Jalal" Date: Wed, 6 Oct 2021 21:38:23 +0600 Subject: [PATCH 08/26] [Bn Translation] Train Fruit Quality Detector (#316) * Create assignment.bn.md * Create README.bn.md * Update README.bn.md * Update README.bn.md * Update README.bn.md * Update README.bn.md * Delete .dummy.md --- .../translations/.dummy.md | 9 - .../translations/README.bn.md | 238 ++++++++++++++++++ .../translations/assignment.bn.md | 16 ++ 3 files changed, 254 insertions(+), 9 deletions(-) delete mode 100644 4-manufacturing/lessons/1-train-fruit-detector/translations/.dummy.md create mode 100644 4-manufacturing/lessons/1-train-fruit-detector/translations/README.bn.md create mode 100644 4-manufacturing/lessons/1-train-fruit-detector/translations/assignment.bn.md diff --git a/4-manufacturing/lessons/1-train-fruit-detector/translations/.dummy.md b/4-manufacturing/lessons/1-train-fruit-detector/translations/.dummy.md deleted file mode 100644 index 6e7db247..00000000 --- a/4-manufacturing/lessons/1-train-fruit-detector/translations/.dummy.md +++ /dev/null @@ -1,9 +0,0 @@ -# Dummy File - -This file acts as a placeholder for the `translations` folder.
-**Please remove this file after adding the first translation** - -For the instructions, follow the directives in the [translations guide](https://github.com/microsoft/IoT-For-Beginners/blob/main/TRANSLATIONS.md) . - -## THANK YOU -We truly appreciate your efforts! diff --git a/4-manufacturing/lessons/1-train-fruit-detector/translations/README.bn.md b/4-manufacturing/lessons/1-train-fruit-detector/translations/README.bn.md new file mode 100644 index 00000000..bd9411c8 --- /dev/null +++ b/4-manufacturing/lessons/1-train-fruit-detector/translations/README.bn.md @@ -0,0 +1,238 @@ +# āĻ–āĻžāĻĻā§āĻ¯āĻĒāĻŖā§āĻ¯ā§‡āĻ° āĻ—ā§āĻŖāĻŽāĻžāĻ¨ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤āĻ•āĻžāĻ°ā§€ āĻŽāĻĄā§‡āĻ˛āĻ•ā§‡ āĻŸā§āĻ°ā§‡āĻ¨āĻŋāĻ‚ āĻĒā§āĻ°āĻĻāĻžāĻ¨ + +![A sketchnote overview of this lesson](../../../../sketchnotes/lesson-15.jpg) + +> āĻ¸ā§āĻ•ā§‡āĻšāĻ¨ā§‹āĻŸāĻŸāĻŋ āĻ¤ā§ˆāĻ°ā§€ āĻ•āĻ°ā§‡āĻ›ā§‡āĻ¨ [Nitya Narasimhan](https://github.com/nitya)āĨ¤ āĻŦā§œ āĻ¸āĻ‚āĻ¸ā§āĻ•āĻ°āĻŖā§‡ āĻĻā§‡āĻ–āĻžāĻ° āĻœāĻ¨ā§āĻ¯ āĻ›āĻŦāĻŋāĻŸāĻŋāĻ¤ā§‡ āĻ•ā§āĻ˛āĻŋāĻ• āĻ•āĻ°āĻ¤ā§‡ āĻšāĻŦā§‡āĨ¤ + +āĻāĻ‡ āĻ­āĻŋāĻĄāĻŋāĻ“āĻŸāĻŋ Azure āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻļāĻ¨ āĻ¸āĻžāĻ°ā§āĻ­āĻŋāĻ¸āĻ° āĻāĻ•āĻŸāĻŋ āĻ¸āĻ‚āĻ•ā§āĻˇāĻŋāĻĒā§āĻ¤ āĻŦāĻŋāĻŦāĻ°āĻŖ āĻĻā§‡āĻ¯āĻŧ, āĻ¯āĻž āĻāĻ‡ āĻĒāĻžāĻ ā§‡ āĻ†āĻŽāĻ°āĻž āĻŦāĻŋāĻ¸ā§āĻ¤āĻžāĻ°āĻŋāĻ¤ āĻœāĻžāĻ¨āĻŦā§‹āĨ¤ + +[![Custom Vision – Machine Learning Made Easy | The Xamarin Show](https://img.youtube.com/vi/TETcDLJlWR4/0.jpg)](https://www.youtube.com/watch?v=TETcDLJlWR4) + +> đŸŽĨ āĻ‰āĻĒāĻ°ā§‡āĻ° āĻ›āĻŦāĻŋāĻ¤ā§‡ āĻ•ā§āĻ˛āĻŋāĻ• āĻ•āĻ°ā§‡ āĻ­āĻŋāĻĄāĻŋāĻ“āĻŸāĻŋ āĻĻā§‡āĻ–ā§‡ āĻ¨āĻŋāĻ‡ + +## āĻ˛ā§‡āĻ•āĻšāĻžāĻ°-āĻĒā§‚āĻ°ā§āĻŦāĻŦāĻ°ā§āĻ¤ā§€ āĻ•ā§āĻ‡āĻœ + +[āĻ˛ā§‡āĻ•āĻšāĻžāĻ°-āĻĒā§‚āĻ°ā§āĻŦāĻŦāĻ°ā§āĻ¤ā§€ āĻ•ā§āĻ‡āĻœ](https://brave-island-0b7c7f50f.azurestaticapps.net/quiz/29) + +## āĻ¸ā§‚āĻšāĻ¨āĻž + +āĻ•ā§ƒāĻ¤ā§āĻ°āĻŋāĻŽ āĻŦā§āĻĻā§āĻ§āĻŋāĻŽāĻ¤ā§āĻ¤āĻž (āĻāĻ†āĻ‡) āĻāĻŦāĻ‚ āĻŽā§‡āĻļāĻŋāĻ¨ āĻ˛āĻžāĻ°ā§āĻ¨āĻŋāĻ‚ (āĻāĻŽāĻāĻ˛) -āĻāĻ° āĻ¸āĻžāĻŽā§āĻĒā§āĻ°āĻ¤āĻŋāĻ• āĻ‰āĻ¨ā§āĻ¨āĻ¤āĻŋ āĻ†āĻœāĻ•ā§‡āĻ° āĻĄā§‡āĻ­ā§‡āĻ˛āĻĒāĻžāĻ°āĻĻā§‡āĻ° āĻŦāĻŋāĻ¸ā§āĻ¤ā§ƒāĻ¤ āĻ•ā§āĻˇāĻŽāĻ¤āĻž āĻĒā§āĻ°āĻĻāĻžāĻ¨ āĻ•āĻ°āĻ›ā§‡āĨ¤ āĻāĻŽāĻāĻ˛ āĻŽāĻĄā§‡āĻ˛āĻ—ā§āĻ˛āĻŋāĻ•ā§‡ āĻšāĻŋāĻ¤ā§āĻ°ā§‡āĻ° āĻŦāĻŋāĻ­āĻŋāĻ¨ā§āĻ¨ āĻœāĻŋāĻ¨āĻŋāĻ¸ āĻšāĻŋāĻ¨āĻ¤ā§‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĻā§‡āĻ“āĻ¯āĻŧāĻž āĻ¯ā§‡āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡ āĻ¯ā§‡āĻŽāĻ¨ āĻ…āĻĒāĻ°āĻŋāĻĒāĻ•ā§āĻ• āĻĢāĻ˛ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤āĻ•āĻ°āĻŖ āĻāĻŦāĻ‚ āĻāĻŸāĻŋ āĻ†āĻ‡āĻ“āĻŸāĻŋ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡āĻ“ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻž āĻ¯ā§‡āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡ āĨ¤ + +āĻāĻ‡ āĻĒāĻžāĻ ā§‡ āĻ†āĻŽāĻ°āĻž āĻ‡āĻŽā§‡āĻœ āĻŦāĻž āĻ›āĻŦāĻŋāĻ° āĻļā§āĻ°ā§‡āĻŖāĻŋāĻŦāĻŋāĻ¨ā§āĻ¯āĻžāĻ¸ āĻ¸āĻŽā§āĻĒāĻ°ā§āĻ•ā§‡ āĻœāĻžāĻ¨āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŦ - āĻāĻŽāĻāĻ˛ āĻŽāĻĄā§‡āĻ˛ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻŦāĻŋāĻ­āĻŋāĻ¨ā§āĻ¨ āĻœāĻŋāĻ¨āĻŋāĻ¸ā§‡āĻ° āĻ›āĻŦāĻŋāĻ° āĻŽāĻ§ā§āĻ¯ā§‡ āĻĒāĻžāĻ°ā§āĻĨāĻ•ā§āĻ¯ āĻ•āĻ°āĻž āĻ›āĻžā§œāĻžāĻ“ āĻ•āĻŋāĻ­āĻžāĻŦā§‡ āĻāĻ•āĻŸāĻŋ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ°āĻ•ā§‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĻāĻŋāĻ¤ā§‡ āĻšāĻ¯āĻŧ āĻ¯ā§‡ āĻĢāĻ˛āĻŸāĻŋ āĻ­āĻžāĻ˛ āĻāĻŦāĻ‚ āĻ–āĻžāĻ°āĻžāĻĒ āĻĢāĻ˛ āĻ¤āĻž āĻœāĻžāĻ¨āĻŦā§‹āĨ¤ + +āĻāĻ‡ āĻĒāĻžāĻ ā§‡ āĻ†āĻŽāĻ°āĻž āĻļāĻŋāĻ–āĻŦā§‹ : + +* [AI āĻāĻŦāĻ‚ ML āĻĻā§āĻŦāĻžāĻ°āĻž āĻĒāĻŖā§āĻ¯ āĻļā§āĻ°ā§‡āĻ¨āĻŋāĻŦāĻĻā§āĻ§āĻ•āĻ°āĻŖ](#AI-āĻāĻŦāĻ‚-ML-āĻĻā§āĻŦāĻžāĻ°āĻž-āĻĒāĻŖā§āĻ¯-āĻļā§āĻ°ā§‡āĻ¨āĻŋāĻŦāĻĻā§āĻ§āĻ•āĻ°āĻŖ) +* [āĻŽā§‡āĻļāĻŋāĻ¨ āĻ˛āĻžāĻ°ā§āĻ¨āĻŋāĻ‚ āĻĻā§āĻŦāĻžāĻ°āĻž āĻ›āĻŦāĻŋ āĻšāĻŋāĻšā§āĻ¨āĻŋāĻ¤āĻ•āĻ°āĻŖ](#āĻŽā§‡āĻļāĻŋāĻ¨-āĻ˛āĻžāĻ°ā§āĻ¨āĻŋāĻ‚-āĻĻā§āĻŦāĻžāĻ°āĻž-āĻ›āĻŦāĻŋ-āĻšāĻŋāĻšā§āĻ¨āĻŋāĻ¤āĻ•āĻ°āĻŖ) +* [āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ°āĻ•ā§‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĒā§āĻ°āĻĻāĻžāĻ¨](#āĻ‡āĻŽā§‡āĻœ-āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ°āĻ•ā§‡-āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ-āĻĒā§āĻ°āĻĻāĻžāĻ¨) +* [āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ°āĻ•ā§‡ āĻŸā§‡āĻ¸ā§āĻŸ āĻ•āĻ°āĻž](#āĻ‡āĻŽā§‡āĻœ-āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ°āĻ•ā§‡-āĻŽā§‚āĻ˛ā§āĻ¯āĻžā§ŸāĻŖ) +* [āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ°āĻ•ā§‡ āĻĒā§āĻ¨āĻ°āĻžā§Ÿ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĒā§āĻ°āĻĻāĻžāĻ¨](#āĻ‡āĻŽā§‡āĻœ-āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ°āĻ•ā§‡-āĻĒā§āĻ¨āĻ°āĻžā§Ÿ-āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ) + +## AI āĻāĻŦāĻ‚ ML āĻĻā§āĻŦāĻžāĻ°āĻž āĻĒāĻŖā§āĻ¯ āĻļā§āĻ°ā§‡āĻ¨āĻŋāĻŦāĻĻā§āĻ§āĻ•āĻ°āĻŖ + +āĻŦāĻŋāĻļā§āĻŦāĻŦā§āĻ¯āĻžāĻĒā§€ āĻœāĻ¨āĻ¸āĻžāĻ§āĻžāĻ°āĻŖā§‡āĻ° āĻ–āĻžāĻĻā§āĻ¯ā§‡āĻ° āĻ¯ā§‹āĻ—āĻžāĻ¨ āĻĻā§‡ā§ŸāĻž āĻ•āĻ āĻŋāĻ¨, āĻŦāĻŋāĻļā§‡āĻˇāĻ¤ āĻ•āĻŽāĻĻāĻžāĻŽā§‡ āĻĻāĻžāĻŽā§‡ āĻ¸āĻšāĻœāĻ˛āĻ­ā§āĻ¯ āĻ•āĻ°ā§‡ āĻ¸āĻ°āĻŦāĻ°āĻžāĻš āĻ•āĻ°āĻžāĨ¤ āĻ¸āĻŦāĻšā§‡āĻ¯āĻŧā§‡ āĻŦāĻĄāĻŧ āĻ–āĻ°āĻš āĻšāĻ˛ āĻļā§āĻ°āĻŽ, āĻ¤āĻžāĻ‡ āĻ•ā§ƒāĻˇāĻ•āĻ°āĻž āĻ¤āĻžāĻĻā§‡āĻ° āĻļā§āĻ°āĻŽ āĻ–āĻ°āĻš āĻ•āĻŽāĻžāĻ¤ā§‡ āĻ•ā§āĻ°āĻŽāĻŦāĻ°ā§āĻ§āĻŽāĻžāĻ¨ āĻ…āĻŸā§‹āĻŽā§‡āĻļāĻ¨ āĻāĻŦāĻ‚ āĻ†āĻ‡āĻ“āĻŸāĻŋ āĻāĻ° āĻŽāĻ¤ā§‹ āĻ¸āĻ°āĻžā§āĻœāĻžāĻŽāĻ—ā§āĻ˛āĻŋāĻ° āĻĻāĻŋāĻ•ā§‡ āĻā§āĻāĻ•āĻ›ā§‡āĻ¨āĨ¤ āĻšāĻžāĻ¤ā§‡ āĻĢāĻ¸āĻ˛ āĻ¤ā§‹āĻ˛āĻž āĻ–ā§āĻŦāĻ‡ āĻļā§āĻ°āĻŽāĻ¸āĻžāĻ§ā§āĻ¯ āĻ•āĻžāĻœ āĻ¯āĻž āĻ¯āĻ¨ā§āĻ¤ā§āĻ°āĻĒāĻžāĻ¤āĻŋ āĻĻā§āĻŦāĻžāĻ°āĻž āĻĒā§āĻ°āĻ¤āĻŋāĻ¸ā§āĻĨāĻžāĻĒāĻŋāĻ¤ āĻšāĻšā§āĻ›ā§‡, āĻŦāĻŋāĻļā§‡āĻˇāĻ¤ āĻ§āĻ¨ā§€ āĻĻā§‡āĻļāĻ—ā§āĻ˛āĻŋāĻ¤ā§‡āĨ¤ āĻĢāĻ¸āĻ˛ āĻ•āĻžāĻŸāĻžāĻ° āĻœāĻ¨ā§āĻ¯ āĻ¯āĻ¨ā§āĻ¤ā§āĻ°āĻĒāĻžāĻ¤āĻŋ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ°ā§‡āĻ° āĻ–āĻ°āĻš āĻŦāĻžāĻāĻšāĻžāĻ¨ā§‹ āĻ¸āĻ¤ā§āĻ¤ā§āĻŦā§‡āĻ“, āĻāĻ•āĻŸāĻŋ āĻ¨ā§‡āĻ¤āĻŋāĻŦāĻžāĻšāĻ• āĻĻāĻŋāĻ• āĻ°āĻ¯āĻŧā§‡āĻ›ā§‡ - āĻ–āĻžāĻĻā§āĻ¯ āĻ¸āĻ‚āĻ—ā§āĻ°āĻš āĻ•āĻ°āĻžāĻ° āĻ¸āĻŽāĻ¯āĻŧ āĻĢāĻ¸āĻ˛ āĻ¸āĻ āĻŋāĻ•āĻ­āĻžāĻŦā§‡ āĻ¸āĻžāĻœāĻžāĻ¨ā§‹ (sort āĻ•āĻ°āĻž)āĨ¤ + +āĻ¸āĻŦ āĻĢāĻ¸āĻ˛ āĻ¸āĻŽāĻžāĻ¨āĻ­āĻžāĻŦā§‡ āĻĒāĻ°āĻŋāĻĒāĻ•ā§āĻŦ āĻšā§ŸāĻ¨āĻžāĨ¤ āĻ‰āĻĻāĻžāĻšāĻ°āĻŖāĻ¸ā§āĻŦāĻ°ā§‚āĻĒ, āĻŸāĻŽā§‡āĻŸā§‹ āĻ•ā§āĻˇā§‡āĻ¤ā§‡ āĻ•āĻŋāĻ›ā§ āĻ•āĻŋāĻ›ā§ āĻ¸āĻŦā§āĻœ āĻĢāĻ˛ āĻĨāĻžāĻ•āĻ¤ā§‡āĻ‡ āĻāĻ‡ āĻĢāĻ¸āĻ˛ āĻ¤ā§‹āĻ˛āĻžāĻ° āĻœāĻ¨ā§āĻ¯ āĻĒā§āĻ°āĻ¸ā§āĻ¤ā§āĻ¤ āĻĨāĻžāĻ•ā§‡āĨ¤ āĻ¯āĻĻāĻŋāĻ“ āĻ¤āĻžāĻĄāĻŧāĻžāĻ¤āĻžāĻĄāĻŧāĻŋ āĻĢāĻ¸āĻ˛ āĻ¤ā§‹āĻ˛āĻž āĻ…āĻĒāĻšāĻ¯āĻŧ, āĻ¤āĻŦā§āĻ“ āĻ•ā§ƒāĻˇāĻ•ā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻ¯āĻ¨ā§āĻ¤ā§āĻ°āĻĒāĻžāĻ¤āĻŋ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ¸āĻŦ āĻĢāĻ¸āĻ˛ āĻ¸āĻ‚āĻ—ā§āĻ°āĻš āĻ•āĻ°āĻž āĻāĻŦāĻ‚ āĻĒāĻ°āĻŦāĻ°ā§āĻ¤ā§€āĻ¤ā§‡ āĻ…āĻĒāĻ°āĻŋāĻĒāĻ•ā§āĻ• āĻĢāĻ¸āĻ˛ā§‡āĻ° āĻ¨āĻŋāĻˇā§āĻĒāĻ¤ā§āĻ¤āĻŋ āĻ•āĻ°āĻž āĻ¸āĻ¸ā§āĻ¤āĻž āĻāĻŦāĻ‚ āĻ¸āĻšāĻœāĨ¤ + +✅ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ•āĻžāĻ›āĻžāĻ•āĻžāĻ›āĻŋ āĻ–āĻžāĻŽāĻžāĻ°ā§‡ āĻŦāĻž āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻŦāĻžāĻ—āĻžāĻ¨ā§‡ āĻŦāĻž āĻĻā§‹āĻ•āĻžāĻ¨ā§‡ āĻĨāĻžāĻ•āĻž āĻŦāĻŋāĻ­āĻŋāĻ¨ā§āĻ¨ āĻĢāĻ˛ āĻŦāĻž āĻ¸āĻŦāĻœāĻŋ āĻĒāĻ°ā§āĻ¯āĻŦā§‡āĻ•ā§āĻˇāĻŖ āĻ•āĻ°āĻŋāĨ¤ āĻ¸ā§‡āĻ—ā§āĻ˛āĻŋ āĻ•āĻŋ āĻāĻ•āĻ‡ āĻ°āĻ•āĻŽ āĻĒāĻ°āĻŋāĻĒāĻ•ā§āĻ• āĻ¨āĻžāĻ•āĻŋ āĻŦā§ˆāĻšāĻŋāĻ¤ā§āĻ° āĻĻā§‡āĻ–āĻž āĻ¯āĻžāĻšā§āĻ›ā§‡ ? + +āĻ¸ā§āĻŦāĻ¯āĻŧāĻ‚āĻ•ā§āĻ°āĻŋāĻ¯āĻŧ āĻĒāĻĻā§āĻ§āĻ¤āĻŋāĻ¤ā§‡ āĻĢāĻ¸āĻ˛ āĻ¤ā§‹āĻ˛āĻžāĻ° āĻĢāĻ˛ā§‡, āĻ‰ā§ŽāĻĒāĻžāĻĻāĻŋāĻ¤ āĻĒāĻŖā§āĻ¯ā§‡āĻ° āĻļā§āĻ°ā§‡āĻŖāĻŋāĻŦāĻŋāĻ¨ā§āĻ¯āĻžāĻ¸ āĻ•āĻžāĻ°ā§āĻ¯āĻ•ā§āĻ°āĻŽ āĻŦāĻ°ā§āĻ¤āĻŽāĻžāĻ¨ā§‡ āĻ•āĻžāĻ°āĻ–āĻžāĻ¨āĻžāĻ¯āĻŧ āĻšā§Ÿā§‡ āĻĨāĻžāĻ•ā§‡āĨ¤ āĻ–āĻžāĻĻā§āĻ¯ āĻ˛āĻŽā§āĻŦāĻž āĻ•āĻ¨āĻ­ā§‡āĻ¯āĻŧāĻžāĻ° āĻŦā§‡āĻ˛ā§āĻŸ āĻĻāĻŋā§Ÿā§‡ āĻ¯āĻžāĻŦā§‡ āĻāĻŦāĻ‚ āĻļā§āĻ°āĻŽāĻŋāĻ•ā§‡āĻ°āĻž āĻ¨āĻŋāĻŽā§āĻ¨āĻŽāĻžāĻ¨ā§‡āĻ° āĻĒāĻŖā§āĻ¯ āĻ…āĻĒāĻ¸āĻžāĻ°āĻŖ āĻ•āĻ°āĻŦā§‡āĨ¤ āĻ¯āĻ¨ā§āĻ¤ā§āĻ°āĻĒāĻžāĻ¤āĻŋāĻ° āĻ•āĻ˛ā§āĻ¯āĻžāĻŖā§‡ āĻĢāĻ¸āĻ˛ āĻ•āĻžāĻŸāĻž āĻ“ āĻ¸āĻ‚āĻ—ā§āĻ°āĻš āĻ•āĻ°āĻžāĻ° āĻ•ā§āĻˇā§‡āĻ¤ā§āĻ°ā§‡ āĻ–āĻ°āĻš āĻ•āĻŽ āĻ›āĻŋāĻ˛, āĻ•āĻŋāĻ¨ā§āĻ¤ā§ āĻŽā§āĻ¯āĻžāĻ¨ā§āĻ¯āĻŧāĻžāĻ˛āĻŋ āĻĒāĻŖā§āĻ¯ āĻŦāĻžāĻ›āĻžāĻ‡ āĻ•āĻ°āĻž āĻ…āĻ¤āĻŋāĻ°āĻŋāĻ•ā§āĻ¤ āĻ–āĻ°āĻš āĻ“ āĻļā§āĻ°āĻŽā§‡āĻ° āĻ•āĻžāĻœāĨ¤ + +![If a red tomato is detected it continues its journey uninterrupted. If a green tomato is detected it is flicked into a waste bin by a lever](../../../../images/optical-tomato-sorting.png) + +āĻāĻ‡ āĻ¯āĻžāĻ¤ā§āĻ°āĻžā§Ÿ āĻĒāĻ°āĻŦāĻ°ā§āĻ¤ā§€ āĻŦāĻŋāĻŦāĻ°ā§āĻ¤āĻ¨ āĻ›āĻŋāĻ˛ āĻŽā§‡āĻļāĻŋāĻ¨āĻ—ā§āĻ˛āĻŋāĻ•ā§‡ āĻŦāĻžāĻ›āĻžāĻ‡ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻž, āĻšāĻ¯āĻŧ āĻšāĻžāĻ°ā§āĻ­ā§‡āĻ¸ā§āĻŸāĻžāĻ°ā§‡ āĻ¨āĻŋāĻ°ā§āĻŽāĻŋāĻ¤ āĻ…āĻĨāĻŦāĻž āĻĒā§āĻ°āĻ•ā§āĻ°āĻŋāĻ¯āĻŧāĻžāĻ•āĻ°āĻŖ āĻ•āĻžāĻ°āĻ–āĻžāĻ¨āĻžāĻ¯āĻŧāĨ¤ āĻāĻ‡ āĻŽā§‡āĻļāĻŋāĻ¨ā§‡āĻ° āĻĒā§āĻ°āĻĨāĻŽ āĻĒā§āĻ°āĻœāĻ¨ā§āĻŽ āĻ…āĻĒāĻŸāĻŋāĻ•ā§āĻ¯āĻžāĻ˛ āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ° āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ°āĻ‚ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤ āĻ•āĻ°ā§‡, āĻ…ā§āĻ¯āĻžāĻ•āĻšā§āĻ¯āĻŧā§‡āĻŸāĻ°āĻ—ā§āĻ˛āĻŋāĻ•ā§‡ āĻ¨āĻŋāĻ¯āĻŧāĻ¨ā§āĻ¤ā§āĻ°āĻŖ āĻ•āĻ°ā§‡ āĻ¸āĻŦā§āĻœ āĻŸāĻŽā§‡āĻŸā§‹āĻ•ā§‡ āĻāĻ•āĻŸāĻŋ āĻĒāĻžāĻ¤ā§āĻ°ā§‡ āĻ§āĻžāĻ•ā§āĻ•āĻž āĻĻāĻŋāĻ¯āĻŧā§‡ āĻĢā§‡āĻ˛ā§‡ āĻĻāĻŋāĻ¤ā§‹, āĻŦāĻžāĻ¤āĻžāĻ¸ā§‡āĻ° āĻ˛āĻŋāĻ­āĻžāĻ° āĻŦāĻž āĻĒāĻĢ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡āĨ¤ āĻ†āĻŦāĻžāĻ° āĻ˛āĻžāĻ˛ āĻŸāĻŽā§‡āĻŸā§‹ āĻ—ā§āĻ˛ā§‹āĻ•ā§‡ āĻ›ā§‡āĻĄāĻŧā§‡ āĻĻāĻŋāĻ¤ā§‹ āĻ¯āĻžāĻ¤ā§‡ āĻ¤āĻžāĻ°āĻž āĻ•āĻ¨āĻ­ā§‡āĻ¯āĻŧāĻ° āĻŦā§‡āĻ˛ā§āĻŸā§‡ āĻāĻ—āĻŋā§Ÿā§‡ āĻ¯ā§‡āĻ¤ā§‡ āĻĨāĻžāĻ•ā§‡āĨ¤ + +āĻ¨ā§€āĻšā§‡āĻ° āĻ­āĻŋāĻĄāĻŋāĻ“āĻŸāĻŋ āĻāĻ‡ āĻŽā§‡āĻļāĻŋāĻ¨āĻ—ā§āĻ˛āĻŋāĻ° āĻŽāĻ§ā§āĻ¯ā§‡ āĻāĻ•āĻŸāĻŋāĻ•ā§‡ āĻĻā§‡āĻ–āĻžāĻ¯āĻŧāĨ¤ + +[![Automatic sorting of tomatoes via color](https://img.youtube.com/vi/AcRL91DouAU/0.jpg)](https://www.youtube.com/watch?v=AcRL91DouAU) + +> đŸŽĨ āĻ‰āĻĒāĻ°ā§‡āĻ° āĻ›āĻŦāĻŋāĻ¤ā§‡ āĻ•ā§āĻ˛āĻŋāĻ• āĻ•āĻ°ā§‡ āĻ­āĻŋāĻĄāĻŋāĻ“āĻŸāĻŋ āĻĻā§‡āĻ–ā§‡ āĻ¨āĻŋāĻ‡ + +āĻāĻ‡ āĻ­āĻŋāĻĄāĻŋāĻ“āĻ¤ā§‡, āĻŸāĻŽā§‡āĻŸā§‹ āĻ¯āĻ–āĻ¨ āĻāĻ•āĻŸāĻŋ āĻĒāĻ°āĻŋāĻŦāĻžāĻšāĻ• āĻŦā§‡āĻ˛ā§āĻŸ (conveyer belt) āĻĨā§‡āĻ•ā§‡ āĻ…āĻ¨ā§āĻ¯āĻŸāĻŋāĻ¤ā§‡ āĻ¯āĻžā§Ÿ, āĻ¸āĻŦā§āĻœ āĻŸāĻŽā§‡āĻŸā§‹ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤ āĻ•āĻ°āĻž āĻšāĻ¯āĻŧ āĻāĻŦāĻ‚ āĻ˛āĻŋāĻ­āĻžāĻ°ā§‡āĻ° āĻ¸āĻžāĻšāĻžāĻ¯ā§āĻ¯ā§‡ āĻāĻ•āĻŸāĻŋ āĻ†āĻ˛āĻžāĻĻāĻž āĻĒāĻžāĻ¤ā§āĻ°ā§‡ āĻ¸āĻ°āĻŋā§Ÿā§‡ āĻĢā§‡āĻ˛āĻž āĻšā§ŸāĨ¤ + +✅ āĻāĻ‡ āĻ…āĻĒāĻŸāĻŋāĻ•ā§āĻ¯āĻžāĻ˛ āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ°āĻ—ā§āĻ˛āĻŋ āĻ¸āĻ āĻŋāĻ•āĻ­āĻžāĻŦā§‡ āĻ•āĻžāĻœ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯ āĻ•āĻžāĻ°āĻ–āĻžāĻ¨āĻžāĻ¯āĻŧ āĻŦāĻž āĻ–ā§‡āĻ¤ā§‡ āĻ•ā§‡āĻŽāĻ¨ āĻ…āĻŦāĻ¸ā§āĻĨāĻžāĻ° āĻĒā§āĻ°āĻ¯āĻŧā§‹āĻœāĻ¨ āĻšāĻŦā§‡? + +āĻāĻ‡ āĻŦāĻžāĻ›āĻžāĻ‡ āĻŽā§‡āĻļāĻŋāĻ¨ā§‡āĻ° āĻ¸āĻ°ā§āĻŦāĻļā§‡āĻˇ āĻŦāĻŋāĻŦāĻ°ā§āĻ¤āĻ¨ āĻāĻ†āĻ‡ āĻāĻŦāĻ‚ āĻāĻŽāĻāĻ˛ āĻāĻ° āĻ¸ā§āĻŦāĻŋāĻ§āĻž āĻ—ā§āĻ°āĻšāĻŖ āĻ•āĻ°ā§‡, āĻ­āĻžāĻ˛ āĻĒāĻŖā§āĻ¯āĻ•ā§‡ āĻ–āĻžāĻ°āĻžāĻĒ āĻĨā§‡āĻ•ā§‡ āĻ†āĻ˛āĻžāĻĻāĻž āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŋāĻ¤ āĻŽāĻĄā§‡āĻ˛āĻ—ā§āĻ˛āĻŋ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĨ¤ āĻāĻŸāĻŋ āĻ•ā§‡āĻŦāĻ˛āĻŽāĻžāĻ¤ā§āĻ° āĻ¸āĻŦā§āĻœ āĻŸāĻŽā§‡āĻŸā§‹ āĻŦāĻ¨āĻžāĻŽ āĻ˛āĻžāĻ˛ āĻ°āĻ™ā§‡āĻ° āĻ¸ā§āĻ¸ā§āĻĒāĻˇā§āĻŸ āĻ°āĻ™ā§‡āĻ° āĻĒāĻžāĻ°ā§āĻĨāĻ•ā§āĻ¯ āĻĻā§āĻŦāĻžāĻ°āĻž āĻ¨āĻ¯āĻŧ, āĻŦāĻ°āĻ‚ āĻĒāĻŖā§āĻ¯ā§‡āĻ° āĻ…āĻŦāĻ¸ā§āĻĨāĻž āĻĨā§‡āĻ•ā§‡ āĻ†āĻ°āĻ“ āĻ¸ā§‚āĻ•ā§āĻˇā§āĻŽ āĻĒāĻžāĻ°ā§āĻĨāĻ•ā§āĻ¯ āĻ§āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡ āĻ¯āĻž āĻ°ā§‹āĻ— āĻŦāĻž āĻ•ā§āĻˇāĻ¤ āĻ¨āĻŋāĻ°ā§āĻĻā§‡āĻļ āĻ•āĻ°ā§‡ āĨ¤ + +## āĻŽā§‡āĻļāĻŋāĻ¨ āĻ˛āĻžāĻ°ā§āĻ¨āĻŋāĻ‚ āĻĻā§āĻŦāĻžāĻ°āĻž āĻ›āĻŦāĻŋ āĻšāĻŋāĻšā§āĻ¨āĻŋāĻ¤āĻ•āĻ°āĻŖ + +āĻ¸āĻžāĻ°ā§āĻŦāĻœāĻ¨ā§€āĻ¨āĻ­āĻžāĻŦā§‡ āĻĒā§āĻ°ā§‹āĻ—ā§āĻ°āĻžāĻŽāĻŋāĻ‚ āĻšāĻ˛ā§‹ āĻāĻŽāĻ¨ āĻāĻ•āĻŸāĻŋ āĻ•āĻžāĻ°ā§āĻ¯āĻ•ā§āĻ°āĻŽ āĻ¯ā§‡āĻ–āĻžāĻ¨ā§‡ āĻ†āĻŽāĻ°āĻž āĻĄā§‡āĻŸāĻž āĻ—ā§āĻ°āĻšāĻŖ āĻ•āĻ°āĻŋ, āĻĄā§‡āĻŸāĻžāĻ¤ā§‡ āĻāĻ•āĻŸāĻŋ āĻ…ā§āĻ¯āĻžāĻ˛āĻ—āĻ°āĻŋāĻĻāĻŽ āĻĒā§āĻ°āĻ¯āĻŧā§‹āĻ— āĻāĻŦāĻ‚ āĻ†āĻ‰āĻŸāĻĒā§āĻŸ āĻĒāĻžāĻ‡āĨ¤ āĻ‰āĻĻāĻžāĻšāĻ°āĻŖāĻ¸ā§āĻŦāĻ°ā§‚āĻĒ, āĻ—āĻ¤ āĻĒā§āĻ°āĻœā§‡āĻ•ā§āĻŸā§‡ āĻ†āĻŽāĻ°āĻž āĻœāĻŋāĻĒāĻŋāĻāĻ¸ āĻ•ā§‹āĻ…āĻ°ā§āĻĄāĻŋāĻ¨ā§‡āĻŸāĻ¸ āĻāĻŦāĻ‚ āĻāĻ•āĻŸāĻŋ āĻœāĻŋāĻ“āĻĢā§‡āĻ¨ā§āĻ¸ āĻ¨āĻŋāĻ¯āĻŧā§‡āĻ›āĻŋā§āĻ˛āĻžāĻŽ, āĻāĻ•āĻŸāĻŋ āĻ…ā§āĻ¯āĻžāĻ˛āĻ—āĻ°āĻŋāĻĻāĻŽ āĻĒā§āĻ°āĻ¯āĻŧā§‹āĻ— āĻ•āĻ°āĻž āĻšā§Ÿā§‡āĻ›āĻŋāĻ˛ā§‹ āĻ¯āĻž Azure āĻŽā§āĻ¯āĻžāĻĒ āĻĻā§āĻŦāĻžāĻ°āĻž āĻ¸āĻ°āĻŦāĻ°āĻžāĻš āĻ•āĻ°āĻž āĻšāĻ¯āĻŧā§‡āĻ›āĻŋāĻ˛ āĻāĻŦāĻ‚ āĻœāĻŋāĻ“āĻĢā§‡āĻ¨ā§āĻ¸ā§‡āĻ° āĻ­āĻŋāĻ¤āĻ°ā§‡ āĻŦāĻž āĻŦāĻžāĻ‡āĻ°ā§‡ āĻĒāĻ¯āĻŧā§‡āĻ¨ā§āĻŸ āĻĨāĻžāĻ•āĻ˛ā§‡ āĻ¤āĻžāĻ° āĻĢāĻ˛āĻžāĻĢāĻ˛ āĻĒā§‡ā§Ÿā§‡āĻ›āĻŋāĻ˛āĻžāĻŽāĨ¤ āĻ†āĻŽāĻ°āĻž āĻ†āĻ°āĻ“ āĻĄā§‡āĻŸāĻž āĻ‡āĻ¨āĻĒā§āĻŸ āĻ¨āĻŋāĻ˛ā§‡, āĻ†āĻŽāĻ°āĻž āĻ†āĻ°āĻ“ āĻŦā§‡āĻļāĻŋ āĻ†āĻ‰āĻŸāĻĒā§āĻŸ āĻĒāĻžāĻŦāĨ¤ + +![Traditional development takes input and an algorithm and gives output. Machine learning uses input and output data to train a model, and this model can take new input data to generate new output](../../../../images/traditional-vs-ml.png) + +āĻŽā§‡āĻļāĻŋāĻ¨ āĻ˛āĻžāĻ°ā§āĻ¨āĻŋāĻ‚ āĻāĻŸāĻŋāĻ•ā§‡ āĻ¸āĻŽā§āĻĒā§‚āĻ°ā§āĻŖ āĻ‰āĻ˛ā§āĻŸā§‹āĻĻāĻŋāĻ• āĻĨā§‡āĻ•ā§‡ āĻ•āĻ°ā§‡ - āĻ†āĻŽāĻ°āĻž āĻĄā§‡āĻŸāĻž āĻāĻŦāĻ‚ āĻĒāĻ°āĻŋāĻšāĻŋāĻ¤ āĻ†āĻ‰āĻŸāĻĒā§āĻŸ āĻĻāĻŋāĻ¯āĻŧā§‡ āĻļā§āĻ°ā§ āĻ•āĻ°āĻŋ āĻāĻŦāĻ‚ āĻŽā§‡āĻļāĻŋāĻ¨ āĻ˛āĻžāĻ°ā§āĻ¨āĻŋāĻ‚ āĻ…ā§āĻ¯āĻžāĻ˛āĻ—āĻ°āĻŋāĻĻāĻŽ āĻ¸ā§‡āĻ‡ āĻ¸āĻ‚āĻ—ā§ƒāĻšā§€āĻ¤ āĻĢāĻ˛āĻžāĻĢāĻ˛ā§‡āĻ° āĻĄā§‡āĻŸāĻž āĻĨā§‡āĻ•ā§‡ āĻļāĻŋāĻ–ā§‡ āĻ¯ā§‡ āĻ¤āĻžāĻ•ā§‡ āĻ•ā§€ āĻ•āĻ°āĻ¤ā§‡ āĻšāĻŦā§‡āĨ¤ āĻ¤āĻžāĻ°āĻĒāĻ° āĻ†āĻŽāĻ°āĻž āĻ¸ā§‡āĻ‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŋāĻ¤ āĻ…ā§āĻ¯āĻžāĻ˛āĻ—āĻ°āĻŋāĻĻāĻŽ āĻ¨āĻŋāĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ, āĻ¯āĻžāĻ•ā§‡ āĻŦāĻ˛āĻž āĻšāĻ¯āĻŧ *āĻŽā§‡āĻļāĻŋāĻ¨ āĻ˛āĻžāĻ°ā§āĻ¨āĻŋāĻ‚ āĻŽāĻĄā§‡āĻ˛* āĻŦāĻž āĻļā§āĻ§ā§āĻŽāĻžāĻ¤ā§āĻ° *āĻŽāĻĄā§‡āĻ˛*, āĻāĻŦāĻ‚ āĻāĻŸāĻŋāĻ¤ā§‡ āĻ¨āĻ¤ā§āĻ¨ āĻĄā§‡āĻŸāĻž āĻ‡āĻ¨āĻĒā§āĻŸ āĻ•āĻ°ā§‡ āĻ†āĻŽāĻ°āĻž āĻ¨āĻ¤ā§āĻ¨ āĻ†āĻ‰āĻŸāĻĒā§āĻŸ āĻĒāĻžāĻŦāĨ¤ + +> 🎓 āĻ¤āĻĨā§āĻ¯ āĻĨā§‡āĻ•ā§‡ āĻŽā§‡āĻļāĻŋāĻ¨ āĻ˛āĻžāĻ°ā§āĻ¨āĻŋāĻ‚ āĻ…ā§āĻ¯āĻžāĻ˛āĻ—āĻ°āĻŋāĻĻāĻŽ āĻļā§‡āĻ–āĻžāĻ° āĻĒā§āĻ°āĻ•ā§āĻ°āĻŋāĻ¯āĻŧāĻžāĻ•ā§‡ āĻŦāĻ˛āĻž āĻšāĻ¯āĻŧ *āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ (training)*āĨ¤ āĻ‡āĻ¨āĻĒā§āĻŸ āĻāĻŦāĻ‚ āĻĒāĻ°āĻŋāĻšāĻŋāĻ¤ āĻ†āĻ‰āĻŸāĻĒā§āĻŸāĻ—ā§āĻ˛āĻŋāĻ•ā§‡ *āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĄā§‡āĻŸāĻž (training data)*āĻŦāĻ˛āĻž āĻšāĻ¯āĻŧāĨ¤ + +āĻ‰āĻĻāĻžāĻšāĻ°āĻŖāĻ¸ā§āĻŦāĻ°ā§‚āĻĒ, āĻ‡āĻ¨āĻĒā§āĻŸ āĻŸā§āĻ°ā§‡āĻ¨āĻŋāĻ‚ āĻĄā§‡āĻŸāĻž āĻšāĻŋāĻ¸āĻžāĻŦā§‡ āĻ†āĻŽāĻ°āĻž āĻāĻ•āĻŸāĻŋ āĻŽāĻĄā§‡āĻ˛āĻ•ā§‡ āĻ•āĻžāĻāĻšāĻž āĻ•āĻ˛āĻž āĻāĻ° āĻ•ā§Ÿā§‡āĻ• āĻ˛āĻ•ā§āĻˇ āĻ›āĻŦāĻŋ āĻĻāĻŋāĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ, āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻ†āĻ‰āĻŸāĻĒā§āĻŸāĻ•ā§‡ `āĻ•āĻžāĻāĻšāĻž` āĻšāĻŋāĻ¸āĻžāĻŦā§‡ āĻ¸ā§‡āĻŸ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ, āĻāĻŦāĻ‚ āĻāĻ•āĻ‡āĻ­āĻžāĻŦā§‡ āĻ˛āĻ•ā§āĻˇ āĻ˛āĻ•ā§āĻˇ āĻĒāĻžāĻ•āĻž āĻ•āĻ˛āĻžāĻ° āĻ›āĻŦāĻŋāĻ—ā§āĻ˛āĻŋāĻ•ā§‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĄā§‡āĻŸāĻž āĻšāĻŋāĻ¸āĻžāĻŦā§‡ āĻ†āĻ‰āĻŸāĻĒā§āĻŸ āĻ¸ā§‡āĻŸ `āĻĒāĻžāĻ•āĻž` āĻšāĻŋāĻ¸āĻžāĻŦā§‡ āĻ¸ā§‡āĻŸ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ āĻāĻŽāĻāĻ˛ āĻ…ā§āĻ¯āĻžāĻ˛āĻ—āĻ°āĻŋāĻĻāĻŽ āĻ¤āĻžāĻ°āĻĒāĻ° āĻāĻ‡ āĻĄā§‡āĻŸāĻž āĻ­āĻŋāĻ¤ā§āĻ¤āĻŋāĻ• āĻāĻ•āĻŸāĻŋ āĻŽāĻĄā§‡āĻ˛ āĻ¤ā§ˆāĻ°āĻŋ āĻ•āĻ°āĻŦā§‡āĨ¤ āĻ†āĻŽāĻ°āĻž āĻ¤āĻžāĻ°āĻĒāĻ° āĻāĻ‡ āĻŽāĻĄā§‡āĻ˛āĻŸāĻŋāĻ•ā§‡ āĻ¯ā§‡āĻ•ā§‹āĻ¨ āĻāĻ•āĻŸāĻŋ āĻ•āĻ˛āĻžāĻ° āĻāĻ•āĻŸāĻŋ āĻ¨āĻ¤ā§āĻ¨ āĻ›āĻŦāĻŋ āĻĻāĻŋāĻ˛ā§‡, āĻāĻŸāĻŋ āĻœāĻžāĻ¨āĻžāĻŦā§‡ āĻ¯ā§‡ āĻ¨āĻ¤ā§āĻ¨ āĻ›āĻŦāĻŋāĻŸāĻŋ āĻāĻ•āĻŸāĻŋ āĻĒāĻžāĻ•āĻž āĻ¨āĻžāĻ•āĻŋ āĻ•āĻžāĻāĻšāĻž āĻ•āĻ˛āĻžāĨ¤ + +> 🎓 āĻāĻŽāĻāĻ˛ āĻŽāĻĄā§‡āĻ˛ā§‡āĻ° āĻĢāĻ˛āĻžāĻĢāĻ˛āĻ•ā§‡ āĻŦāĻ˛āĻž āĻšāĻ¯āĻŧ *āĻĒā§‚āĻ°ā§āĻŦāĻžāĻ­āĻžāĻ¸ (predictions)* āĨ¤ + +![2 bananas, a ripe one with a prediction of 99.7% ripe, 0.3% unripe, and an unripe one with a prediction of 1.4% ripe, 98.6% unripe](../../../../images/bananas-ripe-vs-unripe-predictions.png) + +āĻāĻŽāĻāĻ˛ āĻŽāĻĄā§‡āĻ˛āĻ—ā§āĻ˛āĻŋ āĻŦāĻžāĻ‡āĻ¨āĻžāĻ°āĻŋ āĻ‰āĻ¤ā§āĻ¤āĻ° āĻĻā§‡āĻ¯āĻŧ āĻ¨āĻž, āĻŦāĻ°āĻ‚ āĻ¤āĻžāĻ°āĻž āĻ¸āĻŽā§āĻ­āĻžāĻŦā§āĻ¯āĻ¤āĻž āĻĻā§‡āĻ¯āĻŧāĨ¤ āĻ‰āĻĻāĻžāĻšāĻ°āĻŖāĻ¸ā§āĻŦāĻ°ā§‚āĻĒ, āĻāĻ•āĻŸāĻŋ āĻŽāĻĄā§‡āĻ˛āĻ•ā§‡ āĻāĻ•āĻŸāĻŋ āĻ•āĻ˛āĻžāĻ° āĻ›āĻŦāĻŋ āĻĻā§‡āĻ“āĻ¯āĻŧāĻž āĻšāĻ˛ā§‡ āĻāĻŦāĻ‚ `āĻĒāĻžāĻ•āĻž` āĻ¤ā§‡ ā§¯ā§¯.ā§­% āĻāĻŦāĻ‚ `āĻ•āĻžāĻāĻšāĻž` āĻ¤ā§‡ ā§Ļ.ā§Ļā§Š% āĻāĻ° āĻ°ā§‡āĻœāĻžāĻ˛ā§āĻŸ āĻĻāĻŋāĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡āĨ¤ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ•ā§‹āĻĄ āĻ¤āĻžāĻ°āĻĒāĻ° āĻ¸ā§‡āĻ‡ āĻĒā§‚āĻ°ā§āĻŦāĻžāĻ­āĻžāĻ¸ āĻŦāĻžāĻ›āĻžāĻ‡ āĻ•āĻ°āĻŦā§‡ āĻāĻŦāĻ‚ āĻ•āĻ˛āĻž āĻĒāĻžāĻ•āĻž - āĻāĻ‡ āĻ¸āĻŋāĻĻā§āĻ§āĻžāĻ¨ā§āĻ¤ āĻ¨ā§‡āĻŦā§‡āĨ¤ + +āĻāĻ‡āĻ°āĻ•āĻŽ āĻ›āĻŦāĻŋ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤ āĻ•āĻ°āĻ¤ā§‡ āĻŦā§āĻ¯āĻŦāĻšā§ƒāĻ¤ āĻāĻŽāĻāĻ˛ āĻŽāĻĄā§‡āĻ˛āĻŸāĻŋāĻ•ā§‡ āĻŦāĻ˛āĻž āĻšāĻ¯āĻŧ *āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ°* - āĻāĻŸāĻŋāĻ•ā§‡ āĻ˛ā§‡āĻŦā§‡āĻ˛āĻ¯ā§āĻ•ā§āĻ¤ āĻ›āĻŦāĻŋ āĻĻā§‡āĻ“āĻ¯āĻŧāĻž āĻšāĻ¯āĻŧ āĻāĻŦāĻ‚ āĻ¤āĻžāĻ°āĻĒāĻ°ā§‡ āĻāĻ‡ āĻ˛ā§‡āĻŦā§‡āĻ˛āĻ—ā§āĻ˛āĻŋāĻ° āĻ­āĻŋāĻ¤ā§āĻ¤āĻŋāĻ¤ā§‡ āĻ¨āĻ¤ā§āĻ¨ āĻšāĻŋāĻ¤ā§āĻ°āĻ—ā§āĻ˛āĻŋ āĻļā§āĻ°ā§‡āĻŖāĻŋāĻŦāĻĻā§āĻ§ āĻ•āĻ°āĻž āĻšāĻ¯āĻŧāĨ¤ + +> 💁 āĻāĻŸāĻŋ āĻāĻ•āĻŸāĻŋ āĻ…āĻ¤āĻŋ-āĻ¸āĻ°āĻ˛ā§€āĻ•āĻ°āĻŖ āĻŦā§āĻ¯āĻ–ā§āĻ¯āĻž āĻāĻŦāĻ‚ āĻŽāĻĄā§‡āĻ˛āĻ—ā§āĻ˛āĻŋāĻ•ā§‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĻā§‡āĻ“āĻ¯āĻŧāĻžāĻ° āĻ†āĻ°āĻ“ āĻ…āĻ¨ā§‡āĻ• āĻ‰āĻĒāĻžāĻ¯āĻŧ āĻ°āĻ¯āĻŧā§‡āĻ›ā§‡ āĻ¯āĻž āĻ¸āĻ°ā§āĻŦāĻĻāĻž āĻ˛ā§‡āĻŦā§‡āĻ˛āĻ¯ā§āĻ•ā§āĻ¤ āĻ†āĻ‰āĻŸāĻĒā§āĻŸāĻ—ā§āĻ˛āĻŋāĻ° āĻĒā§āĻ°āĻ¯āĻŧā§‹āĻœāĻ¨ āĻšāĻ¯āĻŧ āĻ¨āĻž, āĻ¯ā§‡āĻŽāĻ¨ unsupervised learning āĻĒā§āĻ°āĻ•ā§āĻ°āĻŋā§ŸāĻžāĨ¤ āĻ†āĻŽāĻ°āĻž āĻ¯āĻĻāĻŋ āĻāĻŽāĻāĻ˛ āĻ¸āĻŽā§āĻĒāĻ°ā§āĻ•ā§‡ āĻ†āĻ°āĻ“ āĻœāĻžāĻ¨āĻ¤ā§‡ āĻšāĻžāĻ‡, āĻ¤āĻžāĻšāĻ˛ā§‡ [āĻŽā§‡āĻļāĻŋāĻ¨ āĻ˛āĻžāĻ°ā§āĻ¨āĻŋāĻ‚ āĻāĻ° ā§¨ā§Ē āĻ˛ā§‡āĻ¸āĻ¨ā§‡āĻ° āĻ•āĻžāĻ°āĻŋāĻ•ā§āĻ¯ā§āĻ˛āĻžāĻŽāĻŸāĻŋ](https://aka.ms/ML-beginners) āĻĻā§‡āĻ–āĻŋāĨ¤ + +## āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ°āĻ•ā§‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĒā§āĻ°āĻĻāĻžāĻ¨ + +āĻāĻ•āĻŸāĻŋ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ° āĻ¸āĻĢāĻ˛āĻ­āĻžāĻŦā§‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ˛āĻ•ā§āĻˇ āĻ˛āĻ•ā§āĻˇ āĻ‡āĻŽā§‡āĻœ āĻĒā§āĻ°āĻ¯āĻŧā§‹āĻœāĻ¨āĨ¤ āĻ¯ā§‡āĻŽāĻ¨ āĻĻā§‡āĻ–āĻž āĻ¯āĻžāĻšā§āĻ›ā§‡, āĻāĻ•āĻŦāĻžāĻ° āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ˛āĻ•ā§āĻˇ āĻ˛āĻ•ā§āĻˇ āĻŦāĻž āĻ•ā§‹āĻŸāĻŋ āĻ•ā§‹āĻŸāĻŋ āĻ‡āĻŽā§‡āĻœā§‡āĻ° āĻ‰āĻĒāĻ° āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖāĻĒā§āĻ°āĻžāĻĒā§āĻ¤ āĻāĻ•āĻŸāĻŋ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ° āĻšāĻ¯āĻŧā§‡ āĻ—ā§‡āĻ˛ā§‡, āĻ†āĻŽāĻ°āĻž āĻāĻŸāĻŋ āĻĒā§āĻ¨āĻ°āĻžāĻ¯āĻŧ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ āĻāĻŦāĻ‚ āĻ›āĻŦāĻŋāĻ—ā§āĻ˛āĻŋāĻ° āĻāĻ•āĻŸāĻŋ āĻ›ā§‹āĻŸ āĻ¸ā§‡āĻŸ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻĒā§āĻ¨āĻ°āĻžāĻ¯āĻŧ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĻāĻŋāĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ āĻāĻŦāĻ‚ *āĻŸā§āĻ°āĻžāĻ¨ā§āĻ¸āĻĢāĻžāĻ° āĻ˛āĻžāĻ°ā§āĻ¨āĻŋāĻ‚* āĻ¨āĻžāĻŽāĻ• āĻāĻ•āĻŸāĻŋ āĻĒā§āĻ°āĻ•ā§āĻ°āĻŋāĻ¯āĻŧāĻž āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻĻā§āĻ°ā§āĻĻāĻžāĻ¨ā§āĻ¤āĻ°āĻ•āĻŽā§‡āĻ° āĻāĻ•ā§āĻ¯ā§āĻ°ā§‡āĻŸ āĻĢāĻ˛āĻžāĻĢāĻ˛ āĻĒā§‡āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ āĨ¤ + +> 🎓 āĻŸā§āĻ°āĻžāĻ¨ā§āĻ¸āĻĢāĻžāĻ° āĻ˛āĻžāĻ°ā§āĻ¨āĻŋāĻ‚ āĻšāĻ˛ āĻāĻŽāĻ¨ āĻĒā§āĻ°āĻ•ā§āĻ°āĻŋā§ŸāĻž āĻ¯ā§‡āĻ–āĻžāĻ¨ā§‡ āĻ†āĻŽāĻ°āĻž āĻāĻ•āĻŸāĻŋ āĻŦāĻŋāĻĻā§āĻ¯āĻŽāĻžāĻ¨ āĻāĻŽāĻāĻ˛ āĻŽāĻĄā§‡āĻ˛ āĻĨā§‡āĻ•ā§‡ āĻ¨āĻ¤ā§āĻ¨ āĻĄā§‡āĻŸāĻž āĻ­āĻŋāĻ¤ā§āĻ¤āĻŋāĻ• āĻ¨āĻ¤ā§āĻ¨ āĻŽāĻĄā§‡āĻ˛ā§‡ āĻ†āĻ—ā§‡āĻ° āĻ˛āĻžāĻ°ā§āĻ¨āĻŋāĻ‚ āĻŸā§āĻ°āĻžāĻ¨ā§āĻ¸āĻĢāĻžāĻ° āĻ•āĻ°āĻŋāĨ¤ + +āĻāĻ•āĻŦāĻžāĻ° āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ°āĻ•ā§‡ āĻŦāĻŋāĻ­āĻŋāĻ¨ā§āĻ¨ āĻ§āĻ°āĻŖā§‡āĻ° āĻšāĻŋāĻ¤ā§āĻ°ā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĻā§‡āĻ“āĻ¯āĻŧāĻž āĻšāĻ˛ā§‡, āĻāĻ° āĻ…āĻ­ā§āĻ¯āĻ¨ā§āĻ¤āĻ°ā§€āĻŖ āĻ†āĻ•āĻžāĻ°, āĻ°āĻ™ āĻāĻŦāĻ‚ āĻ¨āĻŋāĻĻāĻ°ā§āĻļāĻ¨āĻ—ā§āĻ˛āĻŋ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤ āĻ•āĻ°āĻ¤ā§‡ āĻŦā§‡āĻļ āĻĒāĻžāĻ°āĻĻāĻ°ā§āĻļā§€ āĻšā§Ÿā§‡ āĻ¯āĻžā§ŸāĨ¤ āĻŸā§āĻ°āĻžāĻ¨ā§āĻ¸āĻĢāĻžāĻ° āĻ˛āĻžāĻ°ā§āĻ¨āĻŋāĻ‚ āĻāĻ° āĻĻā§āĻŦāĻžāĻ°āĻž āĻŽāĻĄā§‡āĻ˛āĻŸāĻŋ āĻ‡āĻŽā§‡āĻœ āĻĒāĻžāĻ°ā§āĻŸāĻ¸ āĻāĻ° āĻ‡āĻ¤āĻŋāĻŽāĻ§ā§āĻ¯ā§‡ āĻ¯āĻž āĻļāĻŋāĻ–ā§‡āĻ›ā§‡ āĻ¤āĻž āĻ¨āĻŋāĻ¤ā§‡ āĻāĻŦāĻ‚ āĻ¨āĻ¤ā§āĻ¨ āĻ‡āĻŽā§‡āĻœ āĻšāĻŋāĻ¨āĻ¤ā§‡ āĻŦā§‡āĻļ āĻ¸ā§āĻŦāĻŋāĻ§āĻž āĻšā§ŸāĨ¤ + +![Once you can recognize shapes, they can be put into different configurations to make a boat or a cat](../../../../images/shapes-to-images.png) + +āĻ†āĻŽāĻ°āĻž āĻāĻŸāĻŋāĻ•ā§‡ āĻ›ā§‹āĻŸāĻĻā§‡āĻ°āĻ•ā§‡ āĻ†āĻ•āĻžāĻ°-āĻ†āĻ•ā§ƒāĻ¤āĻŋ āĻšā§‡āĻ¨āĻžāĻ¨ā§‹āĻ° āĻœāĻ¨ā§āĻ¯ āĻ›āĻŦāĻŋāĻ° āĻŦāĻ‡āĻ¯āĻŧā§‡āĻ° āĻŽāĻ¤ā§‹ āĻŽāĻ¨ā§‡ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ, āĻ¯ā§‡āĻ–āĻžāĻ¨ā§‡ āĻāĻ•āĻŦāĻžāĻ° āĻ†āĻŽāĻ°āĻž āĻāĻ•āĻŸāĻŋ āĻ…āĻ°ā§āĻ§-āĻŦā§ƒāĻ¤ā§āĻ¤, āĻāĻ•āĻŸāĻŋ āĻ†āĻ¯āĻŧāĻ¤āĻ•ā§āĻˇā§‡āĻ¤ā§āĻ° āĻāĻŦāĻ‚ āĻāĻ•āĻŸāĻŋ āĻ¤ā§āĻ°āĻŋāĻ­ā§āĻœ āĻšāĻŋāĻ¨āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĻĻāĨ¤ āĻ†āĻŽāĻ°āĻž āĻāĻ‡ āĻ†āĻ•āĻžāĻ°āĻ—ā§āĻ˛āĻŋāĻ° āĻ•āĻ¨āĻĢāĻŋāĻ—āĻžāĻ°ā§‡āĻļāĻ¨ā§‡āĻ° āĻ‰āĻĒāĻ° āĻ¨āĻŋāĻ°ā§āĻ­āĻ° āĻ•āĻ°ā§‡ āĻāĻ•āĻŸāĻŋ āĻĒāĻžāĻ˛ āĻ¤ā§‹āĻ˛āĻž āĻ¨ā§ŒāĻ•āĻž āĻŦāĻž āĻāĻ•āĻŸāĻŋ āĻŦāĻŋāĻĄāĻŧāĻžāĻ˛āĻ•ā§‡ āĻšāĻŋāĻ¨āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ° āĻ†āĻ•āĻžāĻ° āĻšāĻŋāĻ¨āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡ āĻāĻŦāĻ‚ āĻŸā§āĻ°āĻžāĻ¨ā§āĻ¸āĻĢāĻžāĻ° āĻ˛āĻžāĻ°ā§āĻ¨āĻŋāĻ‚ āĻāĻŸāĻŋ āĻļā§‡āĻ–āĻžāĻ¯āĻŧ āĻ¯ā§‡ āĻ•ā§€ āĻ•ā§€ āĻ¸āĻŽāĻ¨ā§āĻŦāĻ¯āĻŧ āĻ•āĻ°ā§‡ āĻāĻ•āĻŸāĻŋ āĻ¨ā§ŒāĻ•āĻž āĻŦāĻž āĻāĻ•āĻŸāĻŋ āĻŦāĻŋāĻĄāĻŧāĻžāĻ˛ āĻ¤ā§ˆāĻ°āĻŋ āĻ•āĻ°ā§‡ - āĻ…āĻĨāĻŦāĻž āĻāĻ•āĻŸāĻŋ āĻ•ā§€āĻ­āĻžāĻŦā§‡ āĻāĻ•āĻŸāĻŋ āĻĒāĻžāĻ•āĻž āĻ•āĻ˛āĻž āĻĒāĻžāĻ“ā§ŸāĻž āĻ¯āĻžā§ŸāĨ¤ + +āĻ•ā§āĻ˛āĻžāĻ‰āĻĄ-āĻ­āĻŋāĻ¤ā§āĻ¤āĻŋāĻ• āĻ¸āĻžāĻ°ā§āĻ­āĻŋāĻ¸āĻ—ā§āĻ˛āĻŋ āĻ¯āĻž āĻ†āĻŽāĻžāĻĻā§‡āĻ°āĻ•ā§‡ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻŽāĻĄā§‡āĻ˛āĻ•ā§‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĻāĻŋāĻ¤ā§‡ āĻ¸āĻžāĻšāĻžāĻ¯ā§āĻ¯ āĻ•āĻ°ā§‡āĨ¤ āĻ¤āĻžāĻ°āĻĒāĻ° āĻ“āĻ¯āĻŧā§‡āĻŦ āĻāĻĒāĻŋāĻ†āĻ‡āĻ¯āĻŧā§‡āĻ° āĻŽāĻžāĻ§ā§āĻ¯āĻŽā§‡ āĻāĻŸāĻŋ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ + +> 💁 āĻāĻ‡ āĻŽāĻĄā§‡āĻ˛āĻ—ā§āĻ˛āĻŋāĻ•ā§‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĻāĻŋāĻ¤ā§‡ āĻĒā§āĻ°āĻšā§āĻ° āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻžāĻ° āĻ°āĻŋāĻ¸ā§‹āĻ°ā§āĻ¸ āĻ˛āĻžāĻ—ā§‡, āĻ¸āĻžāĻ§āĻžāĻ°āĻŖāĻ¤ āĻ—ā§āĻ°āĻžāĻĢāĻŋāĻ•ā§āĻ¸ āĻĒā§āĻ°āĻ¸ā§‡āĻ¸āĻŋāĻ‚ āĻ‡āĻ‰āĻ¨āĻŋāĻŸ āĻŦāĻž āĻœāĻŋāĻĒāĻŋāĻ‡āĻ‰ āĻāĻ° āĻŽāĻžāĻ§ā§āĻ¯āĻŽā§‡ āĻ¤āĻž āĻ•āĻ°āĻž āĻšā§ŸāĨ¤ āĻāĻŸāĻŋ āĻ¸ā§‡āĻ‡ āĻŦāĻŋāĻļā§‡āĻˇ āĻšāĻžāĻ°ā§āĻĄāĻ“āĻ¯āĻŧā§āĻ¯āĻžāĻ° āĻ¯āĻž āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻāĻ•ā§āĻ¸āĻŦāĻ•ā§āĻ¸ā§‡ āĻ—ā§‡āĻŽāĻ—ā§āĻ˛āĻŋ āĻšāĻžāĻ˛āĻžā§ŸāĨ¤ āĻŽā§‡āĻļāĻŋāĻ¨ āĻ˛āĻžāĻ°ā§āĻ¨āĻŋāĻ‚ āĻŽāĻĄā§‡āĻ˛āĻ—ā§āĻ˛āĻŋ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖā§‡āĻ° āĻœāĻ¨ā§āĻ¯āĻ“ āĻāĻŸāĻŋ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻž āĻ¯ā§‡āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡āĨ¤ āĻ•ā§āĻ˛āĻžāĻ‰āĻĄ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ†āĻŽāĻ°āĻž āĻāĻ‡ āĻŽāĻĄā§‡āĻ˛āĻ—ā§āĻ˛āĻŋāĻ•ā§‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻœāĻŋāĻĒāĻŋāĻ‡āĻ‰ āĻ¸āĻš āĻļāĻ•ā§āĻ¤āĻŋāĻļāĻžāĻ˛ā§€ āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻžāĻ°ā§‡āĻ° āĻ°āĻŋāĻ¸ā§‹āĻ°ā§āĻ¸ āĻĒā§‡āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ, āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻĒā§āĻ°āĻ¯āĻŧā§‹āĻœāĻ¨ā§€āĻ¯āĻŧ āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻŋāĻ‚ āĻĒāĻžāĻ“āĻ¯āĻŧāĻžāĻ° āĻāĻ° āĻ…ā§āĻ¯āĻžāĻ•ā§āĻ¸ā§‡āĻ¸ āĻĒā§‡āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ, āĻ•ā§‡āĻŦāĻ˛ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻĒā§āĻ°āĻ¯āĻŧā§‹āĻœāĻ¨ā§€āĻ¯āĻŧ āĻ¸āĻŽāĻ¯āĻŧā§‡āĻ° āĻœāĻ¨ā§āĻ¯ - 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āĻāĻ‡ āĻĒā§‡āĻ‡āĻœā§‡](https://docs.microsoft.com/azure/cognitive-services/custom-vision-service/limits-and-quotas?WT.mc_id=academic-17441-jabenn) āĻŦāĻŋāĻ¨āĻžāĻŽā§‚āĻ˛ā§āĻ¯ā§‡ āĻ¸ā§āĻ¤āĻ° (Free tier) āĻ¸āĻŽā§āĻĒāĻ°ā§āĻ•ā§‡ āĻ†āĻŽāĻ°āĻž āĻĒāĻĄāĻŧāĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ + +### āĻ•āĻžāĻœ - āĻ•āĻ—āĻ¨āĻŋāĻŸāĻŋāĻ­ āĻ¸āĻžāĻ°ā§āĻ­āĻŋāĻ¸ āĻ°āĻŋāĻ¸ā§‹āĻ°ā§āĻ¸ āĻ¤ā§ˆāĻ°ā§€ + +āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻļāĻ¨ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯, āĻ†āĻŽāĻžāĻĻā§‡āĻ°āĻ•ā§‡ āĻĒā§āĻ°āĻĨāĻŽā§‡ Azure CLI āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ Azure- āĻ āĻĻā§āĻŸāĻŋ cognitive services resources āĻ¤ā§ˆāĻ°āĻŋ āĻ•āĻ°āĻ¤ā§‡ āĻšāĻŦā§‡, āĻāĻ•āĻŸāĻŋ āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻļāĻ¨ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻāĻŦāĻ‚ āĻāĻ•āĻŸāĻŋ āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻļāĻ¨ āĻĢāĻ˛āĻžāĻĢāĻ˛ā§‡āĻ° āĻœāĻ¨ā§āĻ¯āĨ¤ + +1. āĻāĻ•āĻŸāĻŋ āĻ°āĻŋāĻ¸ā§‹āĻ°ā§āĻ¸ āĻ—ā§āĻ°ā§āĻĒ āĻ¤ā§ˆāĻ°ā§€ āĻ•āĻ°āĻŋ āĻ¯āĻžāĻ° āĻ¨āĻžāĻŽ `fruit-quality-detector` + +1. āĻāĻ•āĻŸāĻŋ āĻŦāĻŋāĻ¨āĻžāĻŽā§‚āĻ˛ā§āĻ¯ā§‡ āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻļāĻ¨ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻ°āĻŋāĻ¸ā§‹āĻ°ā§āĻ¸ āĻ¤ā§ˆāĻ°āĻŋ āĻ•āĻ°āĻ¤ā§‡ āĻ¨āĻŋāĻŽā§āĻ¨āĻ˛āĻŋāĻ–āĻŋāĻ¤ āĻ•āĻŽāĻžāĻ¨ā§āĻĄāĻŸāĻŋ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° ā§āĻ•āĻ°āĻŋ: + + ```sh + az cognitiveservices account create --name fruit-quality-detector-training \ + --resource-group fruit-quality-detector \ + --kind CustomVision.Training \ + --sku F0 \ + --yes \ + --location + ``` + + `` āĻāĻ° āĻ¸ā§āĻĨāĻ˛ā§‡ āĻ°āĻŋāĻ¸ā§‹āĻ°ā§āĻ¸ āĻ—ā§āĻ°ā§āĻĒ āĻ¤ā§ˆāĻ°ā§€āĻ¤ā§‡ āĻ¯ā§‡ āĻ˛ā§‹āĻ•ā§‡āĻļā§‹āĻ¨ āĻĻā§‡ā§ŸāĻž āĻšā§Ÿā§‡āĻ›ā§‡ āĻ¤āĻž āĻŦāĻ¸āĻžāĻ‡āĨ¤ + + āĻāĻŸāĻŋ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ°āĻŋāĻ¸ā§‹āĻ°ā§āĻ¸ āĻ—ā§āĻ°ā§āĻĒā§‡ āĻāĻ•āĻŸāĻŋ āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻļāĻ¨ āĻŸā§āĻ°ā§‡āĻ¨āĻŋāĻ‚ āĻ°āĻŋāĻ¸ā§‹āĻ°ā§āĻ¸ āĻ¤ā§ˆāĻ°āĻŋ āĻ•āĻ°āĻŦā§‡āĨ¤ āĻāĻŸāĻŋāĻ•ā§‡ āĻ¨āĻžāĻŽ āĻĻā§‡ā§ŸāĻž āĻšāĻŦā§‡ `fruit-quality-detector-training` (āĻĢāĻ˛ā§‡āĻ°-āĻ—ā§āĻŖ-āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤āĻ•āĻžāĻ°ā§€-āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ) āĻāĻŦāĻ‚ `F0` sku āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻŋ, āĻ¯āĻž āĻŦāĻŋāĻ¨āĻžāĻŽā§‚āĻ˛ā§āĻ¯ āĻ¸ā§āĻ¤āĻ°ā§‡ āĻĒāĻžāĻ“ā§ŸāĻž āĻ¯āĻžā§ŸāĨ¤ `--yes` āĻ…āĻĒāĻļāĻ¨ā§‡āĻ° āĻ…āĻ°ā§āĻĨ āĻšāĻ˛ āĻ•āĻ—āĻ¨āĻŋāĻŸāĻŋāĻ­ āĻ¸āĻžāĻ°ā§āĻ­āĻŋāĻ¸ā§‡āĻ° āĻļāĻ°ā§āĻ¤āĻžāĻŦāĻ˛ā§€āĻ¤ā§‡ āĻ†āĻŽāĻ°āĻž āĻ¸āĻŽā§āĻŽāĻ¤āĨ¤ + +> 💁 āĻ†āĻŽāĻ°āĻž āĻ¯āĻĻāĻŋ āĻ‡āĻ¤āĻŋāĻŽāĻ§ā§āĻ¯ā§‡ āĻ•ā§‹āĻ¨ āĻĢā§āĻ°ā§€ āĻāĻ•āĻžāĻ‰āĻ¨ā§āĻŸ āĻĨā§‡āĻ•ā§‡ āĻ•āĻ—āĻ¨āĻŋāĻŸāĻŋāĻ­ āĻ¸āĻžāĻ°ā§āĻ­āĻŋāĻ¸ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻĨāĻžāĻ•āĻŋ, āĻ¤āĻžāĻšāĻ˛ā§‡ `S0` sku āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻšāĻŦā§‡āĨ¤ + +1. āĻāĻ•āĻŸāĻŋ āĻŦāĻŋāĻ¨āĻžāĻŽā§‚āĻ˛ā§āĻ¯ā§‡ āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻļāĻ¨ āĻĒā§āĻ°ā§‡āĻĄāĻŋāĻ•āĻļā§‹āĻ¨ āĻ°āĻŋāĻ¸ā§‹āĻ°ā§āĻ¸ āĻ¤ā§ˆāĻ°āĻŋ āĻ•āĻ°āĻ¤ā§‡ āĻ¨āĻŋāĻŽā§āĻ¨āĻ˛āĻŋāĻ–āĻŋāĻ¤ āĻ•āĻŽāĻžāĻ¨ā§āĻĄāĻŸāĻŋ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻŋ: + + ```sh + az cognitiveservices account create --name fruit-quality-detector-prediction \ + --resource-group fruit-quality-detector \ + --kind CustomVision.Prediction \ + --sku F0 \ + --yes \ + --location + ``` + + `` āĻāĻ° āĻ¸ā§āĻĨāĻ˛ā§‡ āĻ°āĻŋāĻ¸ā§‹āĻ°ā§āĻ¸ āĻ—ā§āĻ°ā§āĻĒ āĻ¤ā§ˆāĻ°ā§€āĻ¤ā§‡ āĻ¯ā§‡ āĻ˛ā§‹āĻ•ā§‡āĻļā§‹āĻ¨ āĻĻā§‡ā§ŸāĻž āĻšā§Ÿā§‡āĻ›ā§‡ āĻ¤āĻž āĻŦāĻ¸āĻžāĻ‡āĨ¤ + + āĻāĻŸāĻŋ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ°āĻŋāĻ¸ā§‹āĻ°ā§āĻ¸ āĻ—ā§āĻ°ā§āĻĒā§‡ āĻāĻ•āĻŸāĻŋ āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻļāĻ¨ ā§āĻĒā§āĻ°ā§‡āĻĄāĻŋāĻ•āĻļāĻ¨ āĻ°āĻŋāĻ¸ā§‹āĻ°ā§āĻ¸ āĻ¤ā§ˆāĻ°āĻŋ āĻ•āĻ°āĻŦā§‡āĨ¤ āĻāĻŸāĻŋāĻ•ā§‡ āĻŦāĻ˛āĻž āĻšāĻŦā§‡ `fruit-quality-detector-prediction` āĻāĻŦāĻ‚ 'F0' āĻ¸ā§āĻ•ā§ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻŋ, āĻ¯āĻž āĻĢā§āĻ°ā§€āĨ¤ `-yes` āĻ…āĻĒāĻļāĻ¨ā§‡āĻ° āĻ…āĻ°ā§āĻĨ āĻšāĻ˛ āĻ•āĻ—āĻ¨āĻŋāĻŸāĻŋāĻ­ āĻ¸āĻžāĻ°ā§āĻ­āĻŋāĻ¸ā§‡āĻ° āĻļāĻ°ā§āĻ¤āĻžāĻŦāĻ˛ā§€āĻ¤ā§‡ āĻ†āĻŽāĻ°āĻž āĻ¸āĻŽā§āĻŽāĻ¤āĨ¤ + +### āĻ•āĻžāĻœ - āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ° āĻĒā§āĻ°āĻœā§‡āĻ•ā§āĻŸ āĻ¤ā§ˆāĻ°ā§€ + +1. Custom Vision portal āĻšāĻžāĻ˛ā§ āĻ•āĻ°āĻŋ [CustomVision.ai](https://customvision.ai) āĻāĻŦā§āĻ‚ Azure āĻāĻ° āĻœāĻ¨ā§āĻ¯ āĻŦā§āĻ¯āĻŦāĻšā§ƒāĻ¤ āĻŽāĻžāĻ‡āĻ•ā§āĻ°ā§‹āĻ¸āĻĢāĻŸ āĻāĻ•āĻžāĻ‰āĻ¨ā§āĻŸā§‡ āĻ˛āĻ—āĻŋāĻ¨ āĻ•āĻ°āĻŋāĨ¤ + +1. āĻāĻ–āĻ¨ [āĻāĻ•āĻŸāĻŋ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ° āĻ¨āĻŋāĻ°ā§āĻŽāĻžāĻŖā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻ¨āĻ¤ā§āĻ¨ āĻĒā§āĻ°āĻœā§‡āĻ•ā§āĻŸ āĻ¤ā§ˆāĻ°āĻŋ āĻ•āĻ°āĻžāĻ° āĻĒā§āĻ°āĻ•ā§āĻ°āĻŋā§ŸāĻž - Microsoft docs](https://docs.microsoft.com/azure/cognitive-services/custom-vision-service/getting-started-build-a-classifier?WT.mc_id=academic-17441-jabenn#create-a-new-project) āĻĒā§œā§‡ āĻ¨āĻ¤ā§āĻ¨ āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻļāĻ¨ āĻĒā§āĻ°āĻœā§‡āĻ•ā§āĻŸ āĻ¨āĻŋāĻ°ā§āĻŽāĻžāĻŖ āĻ•āĻ°āĻŋāĨ¤ + + āĻĒā§āĻ°āĻœā§‡āĻ•ā§āĻŸā§‡āĻ° āĻ¨āĻžāĻŽ āĻĻāĻŋāĻ‡ `fruit-quality-detector`. + + āĻ†āĻŽāĻ°āĻž āĻāĻ–āĻ¨ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻĒā§āĻ°āĻœā§‡āĻ•ā§āĻŸ āĻ¤ā§ˆāĻ°āĻŋ āĻ•āĻ°āĻŋ, āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ†āĻ—ā§‡ āĻ¤ā§ˆāĻ°āĻŋ āĻ•āĻ°āĻž `fruit-quality-detector-training` āĻ°āĻŋāĻ¸ā§‹āĻ°ā§āĻ¸ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻšāĻŦā§‡āĨ¤ āĻāĻ•āĻŸāĻŋ *āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻŋāĻ•ā§‡āĻļāĻ¨* āĻĒā§āĻ°āĻœā§‡āĻ•ā§āĻŸ āĻŸāĻžāĻ‡āĻĒ, āĻāĻ•āĻŸāĻŋ *āĻŽāĻžāĻ˛ā§āĻŸāĻŋāĻ•ā§āĻ˛āĻžāĻ¸* āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻŋāĻ•ā§‡āĻļāĻ¨ āĻŸāĻžāĻ‡āĻĒ āĻāĻŦāĻ‚ *āĻĢā§āĻĄ* āĻĄā§‹āĻŽā§‡āĻ‡āĻ¨ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻŋāĨ¤ + + ![The settings for the custom vision project with the name set to fruit-quality-detector, no description, the resource set to fruit-quality-detector-training, the project type set to classification, the classification types set to multi class and the domains set to food](../../../../images/custom-vision-create-project.png) + +✅ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ°ā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻļāĻ¨ āĻ‡āĻ‰āĻ†āĻ‡ āĻāĻ•ā§āĻ¸āĻĒā§āĻ˛ā§‹āĻ° āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯ āĻ•āĻŋāĻ›ā§ āĻ¸āĻŽāĻ¯āĻŧ āĻ¨āĻŋāĻ‡āĨ¤ + +### āĻ•āĻžāĻœ - āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ°āĻ•ā§‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĒā§āĻ°āĻĻāĻžāĻ¨ + +āĻāĻ•āĻŸāĻŋ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ°āĻ•ā§‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĻā§‡āĻ“āĻ¯āĻŧāĻžāĻ° āĻœāĻ¨ā§āĻ¯, āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ­āĻžāĻ˛ āĻāĻŦāĻ‚ āĻ–āĻžāĻ°āĻžāĻĒ āĻ‰āĻ­āĻ¯āĻŧ āĻ—ā§āĻŖā§‡āĻ° āĻĢāĻ˛ā§‡āĻ° āĻāĻ•āĻžāĻ§āĻŋāĻ• āĻ›āĻŦāĻŋ āĻĒā§āĻ°āĻ¯āĻŧā§‹āĻœāĻ¨ āĻšāĻŦā§‡, āĻ¯ā§‡āĻŽāĻ¨ āĻāĻ•āĻŸāĻŋ āĻĒāĻžāĻ•āĻž āĻāĻŦāĻ‚ āĻāĻ•āĻŸāĻŋ āĻ…āĻ¤āĻŋāĻ°āĻŋāĻ•ā§āĻ¤ āĻĒāĻžāĻ•āĻž āĻ•āĻ˛āĻžāĨ¤ + +> 💁āĻāĻ‡ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ°āĻ—ā§āĻ˛ā§‹ āĻ¯ā§‡āĻ•ā§‹āĻ¨ā§‹ āĻ•āĻŋāĻ›ā§āĻ° āĻ›āĻŦāĻŋāĻ•ā§‡ āĻļā§āĻ°ā§‡āĻŖā§€āĻŦāĻĻā§āĻ§ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡āĨ¤ āĻ¤āĻžāĻ‡ āĻ¯āĻĻāĻŋ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ•āĻžāĻ›ā§‡ āĻ­āĻŋāĻ¨ā§āĻ¨ āĻŽāĻžāĻ¨ā§‡āĻ° āĻĢāĻ˛ āĻ¨āĻž āĻĨāĻžāĻ•ā§‡ āĻ¤āĻŦā§‡ āĻ†āĻŽāĻ°āĻž āĻ…āĻ¨ā§āĻ¯ āĻ¯ā§‡āĻ•ā§‹āĻ¨ āĻĻā§āĻŸāĻŋ āĻ­āĻŋāĻ¨ā§āĻ¨ āĻ§āĻ°āĻ¨ā§‡āĻ° āĻĢāĻ˛ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡āĻ¨, āĻ…āĻĨāĻŦāĻž āĻŦāĻŋāĻĄāĻŧāĻžāĻ˛ āĻāĻŦāĻ‚ āĻ•ā§āĻ•ā§āĻ° - āĻāĻ‡ āĻ§āĻ°ā§ĻāĻŖā§‡āĻ° āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻŋāĻ•ā§‡āĻļāĻ¨āĻ“ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ! + +āĻ†āĻĻāĻ°ā§āĻļāĻ­āĻžāĻŦā§‡ āĻĒā§āĻ°āĻ¤āĻŋāĻŸāĻŋ āĻ›āĻŦāĻŋāĻ¤ā§‡ āĻļā§āĻ§ā§ āĻĢāĻ˛ āĻĨāĻžāĻ•āĻž āĻ‰āĻšāĻŋāĻ¤, āĻ¯āĻžāĻ° āĻŽāĻ§ā§āĻ¯ā§‡ āĻāĻ•āĻŸāĻŋ āĻ¸āĻžāĻŽāĻžā§āĻœāĻ¸ā§āĻ¯āĻĒā§‚āĻ°ā§āĻŖ āĻŦā§āĻ¯āĻžāĻ•āĻ—ā§āĻ°āĻžāĻ‰āĻŖā§āĻĄ , āĻ…āĻĨāĻŦāĻž āĻŦāĻŋāĻ­āĻŋāĻ¨ā§āĻ¨ āĻĒā§āĻ°āĻ•āĻžāĻ°ā§‡āĻ° āĻŦā§āĻ¯āĻžāĻ•āĻ—ā§āĻ°āĻžāĻ‰āĻŖā§āĻĄ āĻĨāĻžāĻ•āĻ¤ā§‡ āĻšāĻŦā§‡āĨ¤ āĻ¨āĻŋāĻļā§āĻšāĻŋāĻ¤ āĻ•āĻ°āĻŋ āĻ¯ā§‡ āĻŦā§āĻ¯āĻžāĻ•āĻ—ā§āĻ°āĻžāĻ‰āĻŖā§āĻĄ āĻ āĻāĻŽāĻ¨ āĻ•āĻŋāĻ›ā§ āĻ¨ā§‡āĻ‡ āĻ¯āĻž āĻĒāĻžāĻ•āĻž āĻŦāĻ¨āĻžāĻŽ āĻ•āĻžāĻāĻšāĻž āĻĢāĻ˛ā§‡āĻ° āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤āĻ•āĻ°āĻŖā§‡ āĻĒā§āĻ°āĻ­āĻžāĻŦ āĻĢā§‡āĻ˛āĻŦā§‡āĨ¤ + +> 💁 āĻ¨āĻŋāĻ°ā§āĻĻāĻŋāĻˇā§āĻŸ āĻŦā§āĻ¯āĻžāĻ•āĻ—ā§āĻ°āĻžāĻ‰āĻŖā§āĻĄ āĻŦāĻž āĻ¨āĻŋāĻ°ā§āĻĻāĻŋāĻˇā§āĻŸ āĻ†āĻ‡āĻŸā§‡āĻŽ āĻ¨āĻž āĻĨāĻžāĻ•āĻžāĻ‡ āĻ­āĻžāĻ˛ā§‹ āĻ¯āĻž āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ°ā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻ…āĻĒā§āĻ°āĻžāĻ¸āĻ™ā§āĻ—āĻŋāĻ•, āĻ…āĻ¨ā§āĻ¯āĻĨāĻžāĻ¯āĻŧ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ°ā§‡āĻ° āĻ•ā§‡āĻŦāĻ˛ āĻŦā§āĻ¯āĻžāĻ•āĻ—ā§āĻ°āĻžāĻ‰āĻŖā§āĻĄ āĻāĻ° āĻ‰āĻĒāĻ° āĻ­āĻŋāĻ¤ā§āĻ¤āĻŋ āĻ•āĻ°ā§‡ āĻļā§āĻ°ā§‡āĻŖā§€āĻŦāĻĻā§āĻ§ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡āĨ¤ āĻ¤ā§āĻŦāĻ•ā§‡āĻ° āĻ•ā§āĻ¯āĻžāĻ¨ā§āĻ¸āĻžāĻ°ā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻāĻ•āĻŸāĻŋ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ° āĻ›āĻŋāĻ˛ āĻ¯āĻž āĻŽā§‹āĻ˛āĻ—ā§āĻ˛āĻŋāĻ° āĻ¸ā§āĻŦāĻžāĻ­āĻžāĻŦāĻŋāĻ• āĻāĻŦāĻ‚ āĻ•ā§āĻ¯āĻžāĻ¨ā§āĻ¸āĻžāĻ°āĻ¯ā§āĻ•ā§āĻ¤ āĻ‰āĻ­āĻ¯āĻŧ āĻāĻ° āĻœāĻ¨ā§āĻ¯ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŋāĻ¤ āĻ›āĻŋāĻ˛āĨ¤ āĻ•ā§āĻ¯āĻžāĻ¨ā§āĻ¸āĻžāĻ°āĻ¯ā§āĻ•ā§āĻ¤ āĻŽā§‹āĻ˛ā§‡āĻ° āĻ›āĻŦāĻŋāĻ¤ā§‡ āĻ†āĻ•āĻžāĻ° āĻĒāĻ°āĻŋāĻŽāĻžāĻĒā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻ¸ā§‡āĻ–āĻžāĻ¨ā§‡ āĻ¸ā§āĻ•ā§‡āĻ˛ āĻ°āĻžāĻ–āĻž āĻ›āĻŋāĻ˛ā§‹āĨ¤ āĻāĻŸāĻŋ āĻĻā§‡āĻ–āĻž āĻ¯āĻžā§Ÿ āĻ¯ā§‡, āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ°ā§‡āĻ° āĻ›āĻŦāĻŋāĻ—ā§āĻ˛āĻŋāĻ¤ā§‡ āĻ¸ā§āĻ•ā§‡āĻ˛ā§āĻ—ā§āĻ˛ā§‹āĻ•ā§‡ āĻšāĻŋāĻšā§āĻ¨āĻŋāĻ¤ āĻ•āĻ°āĻžāĻ° āĻ•ā§āĻˇā§‡āĻ¤ā§āĻ°ā§‡ āĻĒā§āĻ°āĻžāĻ¯āĻŧ 100% āĻ¨āĻŋāĻ°ā§āĻ­ā§āĻ˛ āĻ›āĻŋāĻ˛, āĻ•āĻŋāĻ¨ā§āĻ¤ā§ āĻ¸āĻ¤ā§āĻ¯āĻŋāĻ•āĻžāĻ°ā§‡āĻ° 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āĻ•āĻžāĻāĻšāĻž āĻ‰āĻ­āĻ¯āĻŧ āĻĢāĻ˛āĻ‡ āĻ¨āĻž āĻĨāĻžāĻ•ā§‡, āĻ¤āĻžāĻšāĻ˛ā§‡ āĻ†āĻŽāĻ°āĻž āĻŦāĻŋāĻ­āĻŋāĻ¨ā§āĻ¨ āĻĢāĻ˛, āĻ…āĻĨāĻŦāĻž āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ•āĻžāĻ›ā§‡ āĻĨāĻžāĻ•āĻž āĻ¯ā§‡āĻ•ā§‹āĻ¨ā§‹ āĻĻā§āĻŸāĻŋ āĻŦāĻ¸ā§āĻ¤ā§ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŦāĨ¤ āĻ†āĻŽāĻ°āĻž āĻĒāĻžāĻ•āĻž āĻāĻŦāĻ‚ āĻ•āĻžāĻāĻšāĻž āĻ•āĻ˛āĻžāĻ—ā§āĻ˛āĻŋāĻ° [images](./images) āĻĢā§‹āĻ˛ā§āĻĄāĻžāĻ°ā§‡ āĻ•āĻŋāĻ›ā§ āĻ‰āĻĻāĻžāĻšāĻ°āĻŖ āĻšāĻŋāĻ¤ā§āĻ° āĻ–ā§āĻāĻœā§‡ āĻĒāĻžāĻŦ āĻ¯āĻž āĻ†āĻŽāĻ°āĻž āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻšāĻžāĻ‡āĻ˛ā§‡ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ + +1. āĻāĻ•ā§āĻˇā§‡āĻ¤ā§āĻ°ā§‡ āĻ¸āĻšāĻœā§‡ āĻ…āĻ¨ā§āĻ¸āĻ°āĻŖāĻ¯ā§‹āĻ—ā§āĻ¯ āĻ—āĻžāĻ‡āĻĄ āĻšāĻŋāĻ¸ā§‡āĻŦā§‡ [āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ°ā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻ›āĻŦāĻŋ āĻ†āĻĒāĻ˛ā§‹āĻĄ āĻ“ āĻŸā§āĻ¯āĻžāĻ—](https://docs.microsoft.com/azure/cognitive-services/custom-vision-service/getting-started-build-a-classifier?WT.mc_id=academic-17441-jabenn#upload-and-tag-images) ā§āĻĻā§‡āĻ–āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ āĻĒāĻžāĻ•āĻž āĻ•āĻ˛āĻžāĻ•ā§‡ `ripe` āĻāĻŦāĻ‚ āĻ•āĻžāĻāĻšāĻžāĻ—ā§āĻ˛ā§‹āĻ•ā§‡ `unripe` āĻšāĻŋāĻ¸ā§‡āĻŦā§‡ āĻŸā§āĻ¯āĻžāĻ— āĻĻāĻŋāĻ‡āĨ¤ + + ![The upload dialogs showing the upload of ripe and unripe banana pictures](../../../../images/image-upload-bananas.png) + +1. āĻāĻ–āĻ¨ [āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ°ā§‡āĻ° āĻŸā§āĻ°ā§‡āĻ¨āĻŋāĻ‚ āĻ•ā§āĻ‡āĻ•āĻ¸ā§āĻŸāĻžāĻ°ā§āĻŸ āĻ—āĻžāĻ‡āĻĄ ](https://docs.microsoft.com/azure/cognitive-services/custom-vision-service/getting-started-build-a-classifier?WT.mc_id=academic-17441-jabenn#train-the-classifier) āĻĻā§‡āĻ–ā§‡ āĻŸā§āĻ°ā§‡āĻ¨āĻŋāĻ‚ āĻ¸āĻŽā§āĻĒāĻ¨ā§āĻ¨ āĻ•āĻ°āĻŋāĨ¤ + + āĻŸā§āĻ°ā§‡āĻ¨āĻŋāĻ‚ āĻŸāĻžāĻ‡āĻĒā§‡āĻ° āĻœāĻ¨ā§āĻ¯ **Quick Training** āĻ¨āĻŋāĻ°ā§āĻŦāĻžāĻšāĻ¨ āĻ•āĻ°āĻŋāĨ¤ + +> 🍌 āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ° āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻšāĻ˛āĻžāĻ•āĻžāĻ˛ā§€āĻ¨ āĻ¯āĻĻāĻŋ āĻāĻ‡ āĻĢāĻ˛āĻ—ā§āĻ˛ā§‹ āĻ–āĻžāĻ“āĻ¯āĻŧāĻžāĻ° āĻšāĻŋāĻ¨ā§āĻ¤āĻž āĻŽāĻžāĻĨāĻžā§Ÿ āĻ†āĻ¸ā§‡, āĻ¤āĻžāĻšāĻ˛ā§‡ āĻ†āĻ—ā§‡āĻ‡ āĻ¯āĻĨā§‡āĻˇā§āĻŸ āĻ¸āĻ‚āĻ–ā§āĻ¯āĻ• āĻ›āĻŦāĻŋ āĻ¤ā§āĻ˛ā§‡ āĻ°āĻžāĻ–āĻŋ ! + +## āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ°āĻ•ā§‡ āĻŽā§‚āĻ˛ā§āĻ¯āĻžā§ŸāĻŖ + +āĻāĻ•āĻŦāĻžāĻ° āĻāĻ‡ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ° āĻŸā§āĻ°ā§‡āĻ‡āĻ¨āĻĄ āĻšāĻ¯āĻŧā§‡ āĻ—ā§‡āĻ˛ā§‡, āĻāĻŸāĻŋāĻ¤ā§‡ āĻ›āĻŦāĻŋ āĻšāĻŋāĻšā§āĻ¨āĻŋāĻ¤āĻ•āĻ°āĻŖā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯ āĻāĻ•āĻŸāĻŋ āĻ¨āĻ¤ā§āĻ¨ (āĻŸā§‡āĻ¸ā§āĻŸ) āĻšāĻŋāĻ¤ā§āĻ° āĻĻāĻŋāĻ¯āĻŧā§‡ āĻāĻŸāĻŋ āĻĒāĻ°ā§€āĻ•ā§āĻˇāĻž āĻ•āĻ°āĻŋāĨ¤ + +### āĻ•āĻžāĻœ - āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ°āĻ•ā§‡ āĻŽā§‚āĻ˛ā§āĻ¯āĻžā§ŸāĻŖ + +1. āĻāĻ•ā§āĻˇā§‡āĻ¤ā§āĻ°ā§‡ āĻ¸āĻšāĻœā§‡ āĻ…āĻ¨ā§āĻ¸āĻ°āĻŖāĻ¯ā§‹āĻ—ā§āĻ¯ [āĻŽāĻĄā§‡āĻ˛ āĻŸā§‡āĻ¸ā§āĻŸ āĻ•āĻ°āĻžāĻ° āĻ—āĻžāĻ‡āĻĄ](https://docs.microsoft.com/azure/cognitive-services/custom-vision-service/test-your-model?WT.mc_id=academic-17441-jabenn#test-your-model) āĻ…āĻ¨ā§āĻ¸āĻ°āĻŖ āĻ•āĻ°āĻŋ, āĻ¨āĻ¤ā§āĻ¨ āĻ›āĻŦāĻŋ āĻĻāĻŋā§Ÿā§‡ āĻŸā§‡āĻ¸ā§āĻŸ āĻ•āĻ°āĻ¤ā§‡āĨ¤ + + ![A unripe banana predicted as unripe with a 98.9% probability, ripe with a 1.1% probability](../../../../images/banana-unripe-quick-test-prediction.png) + +1. āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ•āĻžāĻ›ā§‡ āĻĨāĻžāĻ•āĻž āĻ¸āĻŽāĻ¸ā§āĻ¤ āĻ›āĻŦāĻŋāĻ—ā§āĻ˛āĻŋ āĻĻāĻŋā§Ÿā§‡ āĻšā§‡āĻˇā§āĻŸāĻž āĻ•āĻ°āĻŋ āĻāĻŦāĻ‚ āĻĢāĻ˛āĻžāĻĢāĻ˛ā§‡āĻ° āĻ¨āĻŋāĻ°ā§āĻ­ā§āĻ˛ āĻšāĻŦāĻžāĻ° āĻ¸āĻŽā§āĻ­āĻžāĻŦāĻ¨āĻž āĻĒāĻ°ā§āĻ¯āĻŦā§‡āĻ•ā§āĻˇāĻŖ āĻ•āĻ°āĻŋāĨ¤ + +## āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ°āĻ•ā§‡ āĻĒā§āĻ¨āĻ°āĻžā§Ÿ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ + +āĻ¯āĻ–āĻ¨ āĻ†āĻŽāĻ°āĻž āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ° āĻĒāĻ°ā§€āĻ•ā§āĻˇāĻž āĻ•āĻ°āĻŋ, āĻāĻŸāĻŋ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻĒā§āĻ°āĻ¤ā§āĻ¯āĻžāĻļāĻŋāĻ¤ āĻĢāĻ˛āĻžāĻĢāĻ˛ āĻ¨āĻžāĻ“ āĻĻāĻŋāĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡āĨ¤ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ° āĻŽā§‡āĻļāĻŋāĻ¨ āĻ˛āĻžāĻ°ā§āĻ¨āĻŋāĻ‚ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻāĻ•āĻŸāĻŋ āĻ›āĻŦāĻŋāĻ¤ā§‡ āĻ•āĻŋ āĻ†āĻ›ā§‡ āĻ¸ā§‡ āĻ¸āĻŽā§āĻĒāĻ°ā§āĻ•ā§‡ āĻ­āĻŦāĻŋāĻˇā§āĻ¯āĻĻā§āĻŦāĻžāĻŖā§€ āĻ•āĻ°ā§‡, āĻ¸āĻŽā§āĻ­āĻžāĻŦāĻ¨āĻžāĻ° āĻ‰āĻĒāĻ° āĻ­āĻŋāĻ¤ā§āĻ¤āĻŋ āĻ•āĻ°ā§‡ āĻāĻ•āĻŸāĻŋ āĻ‡āĻŽā§‡āĻœā§‡āĻ° āĻŦāĻŋāĻļā§‡āĻˇ āĻŦā§ˆāĻļāĻŋāĻˇā§āĻŸā§āĻ¯ (āĻāĻ•āĻŸāĻŋ āĻ¨āĻŋāĻ°ā§āĻĻāĻŋāĻˇā§āĻŸ āĻ˛ā§‡āĻŦā§‡āĻ˛ā§‡āĻ°) āĻ¸āĻžāĻĨā§‡ āĻŽāĻŋāĻ˛āĻŋā§Ÿā§‡ āĻĻā§‡āĻ–ā§‡āĨ¤ āĻāĻŸāĻŋ āĻ›āĻŦāĻŋāĻ¤ā§‡ āĻ•āĻŋ āĻ†āĻ›ā§‡ āĻ¤āĻž āĻŦā§‹āĻā§‡ āĻ¨āĻž - āĻāĻŸāĻŋ āĻāĻ•āĻŸāĻŋ āĻ•āĻ˛āĻž āĻ•ā§€ āĻ¤āĻž āĻœāĻžāĻ¨ā§‡ āĻ¨āĻž āĻŦāĻž āĻŦā§āĻāĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡āĻ¨āĻž āĻ¯ā§‡ āĻāĻ•āĻŸāĻŋ āĻ•āĻ˛āĻž āĻ“ āĻ¨ā§ŒāĻ•āĻžāĻ° āĻŽāĻ§ā§āĻ¯ā§‡ āĻ•ā§€ āĻĒāĻžāĻ°ā§āĻĨāĻ•ā§āĻ¯āĨ¤ āĻ•ā§‹āĻ¨ āĻ­ā§āĻ˛ āĻĨāĻžāĻ•āĻ˛ā§‡, āĻ†āĻŽāĻ°āĻž āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ°āĻ•ā§‡ āĻ‡āĻŽā§‡āĻœ āĻĻāĻŋāĻ¯āĻŧā§‡ āĻĒā§āĻ¨āĻ°āĻžāĻ¯āĻŧ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĻāĻŋā§Ÿā§‡ āĻ†āĻ°ā§‹ āĻ‰āĻ¨ā§āĻ¨āĻ¤ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ + +āĻĒā§āĻ°āĻ¤āĻŋāĻŦāĻžāĻ° āĻ†āĻŽāĻ°āĻž quick test āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ°āĻžāĻ¨ āĻĻāĻŋāĻ˛ā§‡, āĻ›āĻŦāĻŋ āĻāĻŦāĻ‚ āĻĢāĻ˛āĻžāĻĢāĻ˛ āĻ¸āĻ‚āĻ°āĻ•ā§āĻˇāĻŖ āĻ•āĻ°āĻž āĻšāĻ¯āĻŧāĨ¤ āĻ†āĻŽāĻ°āĻž āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻŽāĻĄā§‡āĻ˛ āĻĒā§āĻ¨āĻ°āĻžāĻ¯āĻŧ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĻāĻŋāĻ¤ā§‡ āĻāĻ‡ āĻ›āĻŦāĻŋ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ + +### āĻ•āĻžāĻœ - āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ°āĻ•ā§‡ āĻĒā§āĻ¨āĻ°āĻžā§Ÿ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ + +1. āĻāĻ•ā§āĻˇā§‡āĻ¤ā§āĻ°ā§‡ āĻ¸āĻšāĻœā§‡ āĻ…āĻ¨ā§āĻ¸āĻ°āĻŖāĻ¯ā§‹āĻ—ā§āĻ¯ āĻ—āĻžāĻ‡āĻĄ āĻšāĻŋāĻ¸ā§‡āĻŦā§‡ [Predicted āĻ›āĻŦāĻŋ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻŸā§āĻ°ā§‡āĻ¨āĻŋāĻ‚ āĻĒā§āĻ°āĻĻāĻžāĻ¨ - āĻāĻ‡ āĻĄāĻ•ā§āĻŽā§‡āĻ¨ā§āĻŸ ](https://docs.microsoft.com/azure/cognitive-services/custom-vision-service/test-your-model?WT.mc_id=academic-17441-jabenn#use-the-predicted-image-for-training) āĻĒā§œā§‡, āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻŽāĻĄā§‡āĻ˛āĻ•ā§‡ āĻĒā§āĻ¨āĻ°āĻžā§Ÿ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĻāĻŋāĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ, āĻ¸āĻ āĻŋāĻ• āĻŸā§āĻ¯āĻžāĻ— āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡āĨ¤ + +1. āĻŽāĻĄā§‡āĻ˛āĻ•ā§‡ retrain āĻ•āĻ°āĻž āĻšā§Ÿā§‡ āĻ—ā§‡āĻ˛ā§‡, āĻŸā§‡āĻ¸ā§āĻŸ āĻ‡āĻŽā§‡āĻœ āĻĻāĻŋā§Ÿā§‡ āĻĒāĻ°ā§€āĻ•ā§āĻˇāĻž āĻ•āĻ°ā§‡ āĻĻā§‡āĻ–āĻŋāĨ¤ + +--- + +## 🚀 āĻšā§āĻ¯āĻžāĻ˛ā§‡āĻžā§āĻœ + +āĻ¯āĻĻāĻŋ āĻ†āĻŽāĻ°āĻž āĻ•āĻ˛āĻžāĻ° āĻ‰āĻĒāĻ° āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŋāĻ¤ āĻāĻ•āĻŸāĻŋ āĻŽāĻĄā§‡āĻ˛āĻ•ā§‡ āĻāĻ•āĻŸāĻŋ āĻ¸ā§āĻŸā§āĻ°āĻŦā§‡āĻ°āĻŋ āĻāĻ° āĻ›āĻŦāĻŋ āĻ…āĻĨāĻŦāĻž āĻāĻ•āĻœāĻ¨ āĻŦā§āĻ¯āĻ•ā§āĻ¤āĻŋ āĻ¯āĻŋāĻ¨āĻŋ āĻ•āĻ˛āĻžāĻ° āĻ¸ā§āĻ¯ā§āĻŸ āĻŦāĻž āĻ•āĻ¸ā§āĻŸāĻŋāĻ‰āĻŽ āĻĒāĻ°ā§‡ āĻ°ā§Ÿā§‡āĻ›ā§‡āĻ¨ āĻ…āĻĨāĻŦāĻž āĻāĻ•āĻŸāĻŋ āĻšāĻ˛ā§āĻĻ āĻ°āĻ™ā§‡āĻ° āĻ•āĻžāĻ°ā§āĻŸā§āĻ¨ āĻšāĻ°āĻŋāĻ¤ā§āĻ° āĻ¯ā§‡āĻŽāĻ¨ āĻ¸āĻŋāĻŽā§āĻĒāĻ¸āĻ¨ āĻāĻ° āĻ›āĻŦāĻŋ āĻĻāĻŋā§Ÿā§‡ āĻŸā§‡āĻ¸ā§āĻŸ āĻ•āĻ°āĻ¤ā§‡ āĻ¯āĻžāĻ‡, āĻ¤āĻžāĻšāĻ˛ā§‡ āĻ•ā§‹āĻ¨ āĻ§āĻ°āĻŖā§‡āĻ° āĻĢāĻ˛āĻžāĻĢāĻ˛ āĻ†āĻ¸āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡ āĻŦāĻ˛ā§‡ āĻŽāĻ¨ā§‡ āĻšā§Ÿ ? + +āĻ¨āĻŋāĻļā§āĻšāĻŋāĻ¤ āĻ¨āĻž āĻšāĻ˛ā§‡, āĻ†āĻŽāĻ°āĻž āĻŦāĻ°āĻ‚ āĻ•āĻžāĻœāĻŸāĻŋ āĻ†āĻ¸āĻ˛ā§‡āĻ‡ āĻ•āĻ°ā§‡ āĻĻā§‡āĻ–āĻŋ āĻ¯ā§‡ āĻ•ā§‡āĻŽāĻ¨ āĻĢāĻ˛āĻžāĻĢāĻ˛ āĻ†āĻ¸ā§‡āĨ¤ āĻ›āĻŦāĻŋ āĻ†āĻŽāĻ°āĻž [Bing Image search](https://www.bing.com/images/trending) āĻĨā§‡āĻ•ā§‡āĻ‡ āĻĒā§‡ā§Ÿā§‡ āĻ¯āĻžāĻŦāĨ¤ + +## āĻ˛ā§‡āĻ•āĻšāĻžāĻ°-āĻĒāĻ°āĻŦāĻ°ā§āĻ¤ā§€ āĻ•ā§āĻ‡āĻœ + +[āĻ˛ā§‡āĻ•āĻšāĻžāĻ°-āĻĒāĻ°āĻŦāĻ°ā§āĻ¤ā§€ āĻ•ā§āĻ‡āĻœ](https://brave-island-0b7c7f50f.azurestaticapps.net/quiz/30) + +## āĻ°āĻŋāĻ­āĻŋāĻ‰ āĻāĻŦāĻ‚ āĻ¸ā§āĻŦ-āĻ…āĻ§ā§āĻ¯ā§ŸāĻ¨ + + +* āĻ¯āĻ–āĻ¨ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ°āĻ•ā§‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĻāĻŋāĻšā§āĻ›āĻŋāĻ˛āĻžāĻŽ, āĻ¤āĻ–āĻ¨ āĻ¸ā§‡āĻ–āĻžāĻ¨ā§‡ āĻ†āĻŽāĻ°āĻž āĻšā§ŸāĻ¤ā§‹ *Precision*, *Recall*, and *AP* āĻāĻ° āĻŽāĻžāĻ¨ āĻĻā§‡āĻ–ā§‡āĻ›āĻŋ āĻ¯āĻž āĻ¤ā§ˆāĻ°āĻŋ āĻ•āĻ°āĻž āĻŽāĻĄā§‡āĻ˛āĻŸāĻŋāĻ•ā§‡ āĻ°ā§‡āĻŸāĻŋāĻ‚ āĻĻā§‡ā§ŸāĨ¤ āĻāĻ‡ āĻŽāĻžāĻ¨āĻ—ā§āĻ˛āĻŋ āĻ•ā§€ āĻ¤āĻž āĻ¸āĻŽā§āĻĒāĻ°ā§āĻ•ā§‡ āĻ†āĻ°ā§‹ āĻœāĻžāĻ¨āĻ¤ā§‡ āĻ†āĻŽāĻ°āĻž [āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ° āĻŽā§‚āĻ˛ā§āĻ¯āĻžā§ŸāĻ¨ āĻ¸āĻ‚āĻ•ā§āĻ°āĻžāĻ¨ā§āĻ¤ āĻĄāĻ•ā§āĻŽā§‡āĻ¨ā§āĻŸ](https://docs.microsoft.com/azure/cognitive-services/custom-vision-service/getting-started-build-a-classifier?WT.mc_id=academic-17441-jabenn#evaluate-the-classifier) āĻĒā§œāĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ +* āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ°ā§‡āĻ° āĻŽāĻžāĻ¨ āĻ†āĻ°ā§‹ āĻ‰āĻ¨ā§āĻ¨āĻ¤ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯ [āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻļāĻ¨ āĻŽāĻžāĻ¨ā§‹āĻ¨ā§āĻ¨ā§ŸāĻ¨ āĻ¸āĻ‚āĻ•ā§āĻ°āĻžāĻ¨ā§āĻ¤ āĻĄāĻ•ā§āĻŽā§‡āĻ¨ā§āĻŸ](https://docs.microsoft.com/azure/cognitive-services/custom-vision-service/getting-started-improving-your-classifier?WT.mc_id=academic-17441-jabenn) āĻĒā§œāĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ + + +## āĻāĻ¸āĻžāĻ‡āĻ¨āĻŽā§‡āĻ¨ā§āĻŸ + +[āĻŦāĻŋāĻ­āĻŋāĻ¨ā§āĻ¨ āĻĢāĻ˛ āĻ“ āĻ¸āĻŦāĻœāĻŋāĻ° āĻœāĻ¨ā§āĻ¯ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ° āĻ¤ā§ˆāĻ°ā§€](assignment.bn.md) diff --git a/4-manufacturing/lessons/1-train-fruit-detector/translations/assignment.bn.md b/4-manufacturing/lessons/1-train-fruit-detector/translations/assignment.bn.md new file mode 100644 index 00000000..b2810945 --- /dev/null +++ b/4-manufacturing/lessons/1-train-fruit-detector/translations/assignment.bn.md @@ -0,0 +1,16 @@ +# āĻŦāĻŋāĻ­āĻŋāĻ¨ā§āĻ¨ āĻĢāĻ˛ āĻ“ āĻ¸āĻŦāĻœāĻŋāĻ° āĻœāĻ¨ā§āĻ¯ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ° āĻ¤ā§ˆāĻ°ā§€ + +## āĻ¨āĻŋāĻ°ā§āĻĻā§‡āĻļāĻžāĻŦāĻ˛ā§€ + +āĻāĻ‡ āĻĒāĻžāĻ ā§‡ āĻ†āĻŽāĻ°āĻž āĻāĻ•āĻŸāĻŋ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ°āĻ•ā§‡ āĻĒāĻžāĻ•āĻž āĻāĻŦāĻ‚ āĻ•āĻžāĻāĻšāĻž āĻĢāĻ˛ā§‡āĻ° āĻŽāĻ§ā§āĻ¯ā§‡ āĻĒāĻžāĻ°ā§āĻĨāĻ•ā§āĻ¯ āĻ•āĻ°āĻ¤ā§‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĻāĻŋāĻ¯āĻŧā§‡āĻ›āĻŋ, āĻ•āĻŋāĻ¨ā§āĻ¤ā§ āĻļā§āĻ§ā§āĻŽāĻžāĻ¤ā§āĻ° āĻāĻ• āĻ§āĻ°āĻ¨ā§‡āĻ° āĻĢāĻ˛ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡āĨ¤ āĻĢāĻ˛ā§‡āĻ° āĻ§āĻ°āĻŖ āĻāĻŦāĻ‚ āĻĒāĻžāĻ•āĻž āĻ“ āĻ•āĻžāĻāĻšāĻž āĻāĻ° āĻŽāĻ§ā§āĻ¯ā§‡ āĻĒāĻžāĻ°ā§āĻĨāĻ•ā§āĻ¯ āĻ…āĻ¨ā§āĻ¸āĻžāĻ°ā§‡ āĻ¸āĻžāĻĢāĻ˛ā§āĻ¯ā§‡āĻ° āĻŦāĻŋāĻ­āĻŋāĻ¨ā§āĻ¨ āĻšāĻžāĻ°ā§‡āĻ° āĻ¸āĻžāĻĨā§‡ āĻāĻ•āĻŸāĻŋ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ°āĻ•ā§‡ āĻāĻ•āĻžāĻ§āĻŋāĻ• āĻĢāĻ˛ āĻšāĻŋāĻ¨āĻ¤ā§‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĻā§‡āĻ“āĻ¯āĻŧāĻž āĻ¯ā§‡āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡āĨ¤ + +āĻ‰āĻĻāĻžāĻšāĻ°āĻŖāĻ¸ā§āĻŦāĻ°ā§‚āĻĒ, āĻ¯ā§‡āĻ¸āĻŦ āĻĢāĻ˛ āĻĒāĻžāĻ•āĻ˛ā§‡ āĻ°āĻ™ āĻĒāĻ°āĻŋāĻŦāĻ°ā§āĻ¤āĻ¨ āĻ•āĻ°ā§‡ āĻ¤āĻžāĻĻā§‡āĻ° āĻ¸āĻžāĻĨā§‡, āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ°āĻ—ā§āĻ˛āĻŋ āĻ°āĻ™ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤āĻ•āĻžāĻ°ā§€ āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ°ā§‡āĻ° āĻšā§‡āĻ¯āĻŧā§‡ āĻ•āĻŽ āĻ•āĻžāĻ°ā§āĻ¯āĻ•āĻ° āĻšāĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡ āĻ•āĻžāĻ°āĻŖ āĻ¤āĻžāĻ°āĻž āĻ¸āĻžāĻ§āĻžāĻ°āĻŖāĻ¤ āĻ¸āĻŽā§āĻĒā§‚āĻ°ā§āĻŖ āĻ°āĻ™ā§‡āĻ° āĻĒāĻ°āĻŋāĻŦāĻ°ā§āĻ¤ā§‡ āĻ§ā§‚āĻ¸āĻ° āĻ¸ā§āĻ•ā§‡āĻ˛ā§‡āĻ° āĻ›āĻŦāĻŋāĻ¤ā§‡ āĻ•āĻžāĻœ āĻ•āĻ°ā§‡āĨ¤ + +āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ°āĻ•ā§‡ āĻ…āĻ¨ā§āĻ¯āĻžāĻ¨ā§āĻ¯ āĻĢāĻ˛ā§‡āĻ° āĻ¸āĻžāĻĨā§‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĻāĻŋā§Ÿā§‡ āĻĻā§‡āĻ–āĻž āĻ¯ā§‡āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡ āĻ¯ā§‡ āĻāĻŸāĻŋ āĻ•āĻ¤āĻŸāĻž āĻ­āĻžāĻ˛ āĻ•āĻžāĻœ āĻ•āĻ°ā§‡, āĻŦāĻŋāĻļā§‡āĻˇ āĻ•āĻ°ā§‡ āĻ¯āĻ–āĻ¨ āĻĢāĻ˛āĻ—ā§āĻ˛āĻŋ āĻĒā§āĻ°āĻžā§Ÿ āĻāĻ•āĻ‡ āĻ°āĻ•āĻŽ āĻĻā§‡āĻ–āĻ¤ā§‡ āĻšā§ŸāĨ¤ āĻ‰āĻĻāĻžāĻšāĻ°āĻŖāĻ¸ā§āĻŦāĻ°ā§‚āĻĒ, āĻ†āĻĒā§‡āĻ˛ āĻāĻŦāĻ‚ āĻŸāĻŽā§‡āĻŸā§‹āĨ¤ + +## āĻāĻ¸āĻžāĻ‡āĻ¨āĻŽā§‡āĻ¨ā§āĻŸ āĻŽā§‚āĻ˛ā§āĻ¯āĻžā§ŸāĻ¨ āĻŽāĻžāĻ¨āĻĻāĻ¨ā§āĻĄ + +| āĻ•ā§āĻ°āĻžāĻ‡āĻŸā§‡āĻ°āĻŋā§ŸāĻž | āĻĻā§ƒāĻˇā§āĻŸāĻžāĻ¨ā§āĻ¤āĻŽā§‚āĻ˛āĻ• (āĻ¸āĻ°ā§āĻŦā§‹āĻ¤ā§āĻ¤āĻŽ) | āĻĒāĻ°ā§āĻ¯āĻžāĻĒā§āĻ¤ (āĻŽāĻžāĻāĻžāĻ°āĻŋ) | āĻ‰āĻ¨ā§āĻ¨āĻ¤āĻŋ āĻĒā§āĻ°āĻ¯āĻŧā§‹āĻœāĻ¨ (āĻ¨āĻŋāĻŽā§āĻ¨āĻŽāĻžāĻ¨) | +| --------- | ------------------ | -------------- | -------------------- | +|āĻāĻ•āĻžāĻ§āĻŋāĻ• āĻ–āĻžāĻĻā§āĻ¯āĻĒāĻŖā§āĻ¯ā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ°āĻ•ā§‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĒā§āĻ°āĻĻāĻžāĻ¨ | āĻāĻ•āĻžāĻ§āĻŋāĻ• āĻĢāĻ˛ā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ° āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĻāĻŋāĻ¤ā§‡ āĻ¸āĻ•ā§āĻˇāĻŽ | āĻ•ā§‡āĻŦāĻ˛ āĻāĻ•āĻ§āĻ°āĻŖā§‡āĻ° āĻĢāĻ˛ā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ°āĻ•ā§‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĻāĻŋāĻ¤ā§‡ āĻ¸āĻ•ā§āĻˇāĻŽ| āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ° āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĻāĻŋāĻ¤ā§‡ āĻŦā§āĻ¯āĻžāĻ°ā§āĻĨ | +| āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ°ā§‡āĻ° āĻ¸āĻžāĻĢāĻ˛ā§āĻ¯ āĻ¨āĻŋāĻ°ā§‚āĻĒāĻŖ | āĻŦāĻŋāĻ­āĻŋāĻ¨ā§āĻ¨ āĻ–āĻžāĻĻā§āĻ¯āĻĒāĻŖā§āĻ¯ā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ°ā§‡āĻ° āĻ¸āĻžāĻĢāĻ˛ā§āĻ¯ āĻ¨āĻŋāĻ°ā§‚āĻĒāĻŖ āĻ•āĻ°ā§‡ āĻ¤āĻž āĻ¯āĻĨāĻžāĻ¯āĻĨāĻ­āĻžāĻŦā§‡ āĻŦā§āĻ¯āĻ–ā§āĻ¯āĻž āĻ•āĻ°āĻ¤ā§‡ āĻ¸āĻ•ā§āĻˇāĻŽ | āĻĒāĻ°ā§āĻ¯āĻŦā§‡āĻ•ā§āĻ•āĻ–āĻŖ āĻāĻŦāĻ‚ āĻŽāĻžāĻ¨ā§‹āĻ¨ā§āĻ¨ā§ŸāĻ¨ā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻ¸ā§āĻĒāĻžāĻ°āĻŋāĻļ āĻĒā§āĻ°āĻĻāĻžāĻ¨ āĻ•āĻ°āĻ¤ā§‡ āĻ¸āĻ•ā§āĻˇāĻŽ | āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ°ā§‡āĻ° āĻ¸āĻžāĻĢāĻ˛ā§āĻ¯ āĻ¨āĻŋāĻ°ā§āĻ§āĻžāĻ°āĻŖā§‡ āĻŦā§āĻ¯āĻžāĻ°ā§āĻĨ | From 3fb1bbacde1364ca3f6a7740b83d05b421538e02 Mon Sep 17 00:00:00 2001 From: "Mohammad Iftekher (Iftu) Ebne Jalal" Date: Wed, 6 Oct 2021 21:38:53 +0600 Subject: [PATCH 09/26] [Bn Translation] Manufacture (#317) * Delete .dummy.md * Create README.bn.md Co-authored-by: Jim Bennett --- 4-manufacturing/translations/.dummy.md | 9 -------- 4-manufacturing/translations/README.bn.md | 26 +++++++++++++++++++++++ 2 files changed, 26 insertions(+), 9 deletions(-) delete mode 100644 4-manufacturing/translations/.dummy.md create mode 100644 4-manufacturing/translations/README.bn.md diff --git a/4-manufacturing/translations/.dummy.md b/4-manufacturing/translations/.dummy.md deleted file mode 100644 index 6e7db247..00000000 --- a/4-manufacturing/translations/.dummy.md +++ /dev/null @@ -1,9 +0,0 @@ -# Dummy File - -This file acts as a placeholder for the `translations` folder.
-**Please remove this file after adding the first translation** - -For the instructions, follow the directives in the [translations guide](https://github.com/microsoft/IoT-For-Beginners/blob/main/TRANSLATIONS.md) . - -## THANK YOU -We truly appreciate your efforts! diff --git a/4-manufacturing/translations/README.bn.md b/4-manufacturing/translations/README.bn.md new file mode 100644 index 00000000..cab07855 --- /dev/null +++ b/4-manufacturing/translations/README.bn.md @@ -0,0 +1,26 @@ +# āĻ‰ā§ŽāĻĒāĻžāĻĻāĻ¨ āĻāĻŦāĻ‚ āĻĒā§āĻ°āĻ•ā§āĻ°āĻŋāĻ¯āĻŧāĻžāĻ•āĻ°āĻŖ - āĻ–āĻžāĻĻā§āĻ¯ āĻĒā§āĻ°āĻ•ā§āĻ°āĻŋāĻ¯āĻŧāĻžāĻœāĻžāĻ¤āĻ•āĻ°āĻŖā§‡ IoT āĻāĻ° āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° + +āĻāĻ•āĻŦāĻžāĻ° āĻ–āĻžāĻĻā§āĻ¯ āĻāĻ•āĻŸāĻŋ āĻ•ā§‡āĻ¨ā§āĻĻā§āĻ°ā§€āĻ¯āĻŧ āĻšāĻžāĻŦ āĻŦāĻž āĻĒā§āĻ°āĻ•ā§āĻ°āĻŋāĻ¯āĻŧāĻžāĻ•āĻ°āĻŖ āĻ•āĻžāĻ°āĻ–āĻžāĻ¨āĻžāĻ¯āĻŧ āĻĒā§ŒāĻāĻ›ā§‡ āĻ—ā§‡āĻ˛ā§‡, āĻāĻŸāĻŋ āĻ¯ā§‡ āĻ¸āĻ°āĻžāĻ¸āĻ°āĻŋ āĻ¸ā§āĻĒāĻžāĻ° āĻŽāĻžāĻ°ā§āĻ•ā§‡āĻŸā§‡ āĻĒāĻžāĻ āĻžāĻ¨ā§‹ āĻšāĻ¯āĻŧ āĻ¤āĻž āĻ•āĻŋāĻ¨ā§āĻ¤ā§ āĻ¸āĻŦāĻ¸āĻŽā§Ÿ āĻ¸āĻ¤ā§āĻ¯ āĻ¨ā§ŸāĨ¤ āĻ…āĻ¨ā§‡āĻ• āĻ¸āĻŽāĻ¯āĻŧ āĻ–āĻžāĻĻā§āĻ¯ āĻĒā§āĻ°āĻ•ā§āĻ°āĻŋāĻ¯āĻŧāĻžāĻœāĻžāĻ¤āĻ•āĻ°āĻŖā§‡āĻ° āĻ•āĻ¯āĻŧā§‡āĻ•āĻŸāĻŋ āĻ§āĻžāĻĒā§‡āĻ° āĻŽāĻ§ā§āĻ¯ āĻĻāĻŋāĻ¯āĻŧā§‡ āĻ¯āĻžāĻ¯āĻŧ, āĻ¯ā§‡āĻŽāĻ¨ āĻ—ā§āĻŖāĻŽāĻžāĻ¨ āĻ…āĻ¨ā§āĻ¸āĻžāĻ°ā§‡ āĻŦāĻžāĻ›āĻžāĻ‡ āĻ•āĻ°āĻžāĨ¤ āĻāĻŸāĻŋ āĻāĻ•āĻŸāĻŋ āĻĒā§āĻ°āĻ•ā§āĻ°āĻŋāĻ¯āĻŧāĻž āĻ¯āĻž āĻ†āĻ—ā§‡ āĻŽāĻžāĻ¨ā§āĻˇ āĻ¨āĻŋāĻœā§‡ āĻ•āĻ°āĻ¤ā§‹ - āĻāĻŸāĻŋ āĻļāĻ¸ā§āĻ¯āĻ•ā§āĻˇā§‡āĻ¤ āĻĨā§‡āĻ•ā§‡āĻ‡ āĻļā§āĻ°ā§ āĻšāĻ¤ā§‹ āĻāĻŦāĻ‚ āĻŦāĻžāĻ›āĻžāĻ‡āĻ•āĻžāĻ°ā§€āĻ°āĻž āĻ•ā§‡āĻŦāĻ˛ āĻĒāĻžāĻ•āĻž āĻĢāĻ˛ āĻ†āĻ˛āĻžāĻĻāĻž āĻ•āĻ°āĻ¤ā§‹, āĻ¤āĻžāĻ°āĻĒāĻ° āĻ•āĻžāĻ°āĻ–āĻžāĻ¨āĻžāĻ¯āĻŧ āĻĢāĻ˛ āĻāĻ•āĻŸāĻŋ āĻ•āĻ¨āĻ­ā§‡āĻ¯āĻŧāĻžāĻ° āĻŦā§‡āĻ˛ā§āĻŸā§‡ āĻšāĻĄāĻŧāĻ¤ā§‹ āĻāĻŦāĻ‚ āĻ•āĻ°ā§āĻŽāĻšāĻžāĻ°ā§€āĻ°āĻž āĻŽā§āĻ¯āĻžāĻ¨ā§āĻ¯āĻŧāĻžāĻ˛āĻŋ āĻ¯ā§‡ āĻ•ā§‹āĻ¨āĻ“ āĻ•ā§āĻˇāĻ¤ āĻŦāĻž āĻĒāĻšāĻž āĻĢāĻ˛ āĻ¸āĻ°āĻŋāĻ¯āĻŧā§‡ āĻĻā§‡āĻŦā§‡āĨ¤ āĻ¸ā§āĻ•ā§āĻ˛āĻœā§€āĻŦāĻ¨ā§‡ āĻ—ā§āĻ°ā§€āĻˇā§āĻŽāĻ•āĻžāĻ˛ā§€āĻ¨ āĻšāĻžāĻ•āĻ°āĻŋ āĻšāĻŋāĻ¸ā§‡āĻŦā§‡ āĻ¸ā§āĻŸā§āĻ°āĻŦā§‡āĻ°āĻŋ āĻŦāĻžāĻ›āĻžāĻ‡ āĻ•āĻ°āĻžāĻ° āĻ•āĻžāĻœ āĻ•āĻ°ā§‡, āĻ†āĻŽāĻŋ āĻ¸āĻžāĻ•ā§āĻˇā§āĻ¯ āĻĻāĻŋāĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ āĻ¯ā§‡ āĻāĻŸāĻŋ āĻ–ā§āĻŦ āĻāĻ•āĻŸāĻž āĻŽāĻœāĻžāĻĻāĻžāĻ° āĻ•āĻžāĻœ āĻ¨āĻ¯āĻŧāĨ¤ + +āĻ¤āĻ–āĻ¨ āĻ•āĻŋāĻ›ā§ āĻ†āĻ§ā§āĻ¨āĻŋāĻ• āĻ¸ā§‡āĻŸāĻ†āĻĒāĻ—ā§āĻ˛ā§‹āĻ¤ā§‡ āĻŦāĻžāĻ›āĻžāĻ‡āĻ¯āĻŧā§‡āĻ° āĻœāĻ¨ā§āĻ¯ IoT- āĻāĻ° āĻ‰āĻĒāĻ° āĻ¨āĻŋāĻ°ā§āĻ­āĻ° āĻ•āĻ°ā§‡āĨ¤ [Weco](https://wecotek.com) āĻāĻ° āĻŽāĻ¤ā§‹ āĻĒā§āĻ°āĻĨāĻŽ āĻĻāĻŋāĻ•ā§‡āĻ° āĻ•āĻŋāĻ›ā§ āĻ¯āĻ¨ā§āĻ¤ā§āĻ° āĻ›āĻŋāĻ˛ā§‹, āĻ¯ā§‡āĻ—ā§āĻ˛ā§‹ āĻ‰ā§ŽāĻĒāĻžāĻĻāĻ¨ā§‡āĻ° āĻŽāĻžāĻ¨ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤ āĻ•āĻ°āĻ¤ā§‡ āĻ…āĻĒāĻŸāĻŋāĻ•ā§āĻ¯āĻžāĻ˛ āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ° āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡, āĻ‰āĻĻāĻžāĻšāĻ°āĻŖāĻ¸ā§āĻŦāĻ°ā§‚āĻĒ āĻ¸āĻŦā§āĻœ āĻŸāĻŽā§‡āĻŸā§‹ āĻĒā§āĻ°āĻ¤ā§āĻ¯āĻžāĻ–ā§āĻ¯āĻžāĻ¨ āĻ•āĻ°ā§‡āĨ¤ āĻāĻ—ā§āĻ˛āĻŋ āĻ–āĻžāĻŽāĻžāĻ°ā§‡āĻ‡āĻŦāĻž āĻĒā§āĻ°āĻ•ā§āĻ°āĻŋāĻ¯āĻŧāĻžāĻ•āĻ°āĻŖ āĻ•āĻžāĻ°āĻ–āĻžāĻ¨āĻžāĻ¯āĻŧ āĻ¸ā§āĻĨāĻžāĻĒāĻ¨ āĻ•āĻ°āĻž āĻ¯ā§‡āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡āĨ¤ + +āĻ†āĻ°ā§āĻŸāĻŋāĻĢāĻŋāĻļāĻŋāĻ¯āĻŧāĻžāĻ˛ āĻ‡āĻ¨ā§āĻŸā§‡āĻ˛āĻŋāĻœā§‡āĻ¨ā§āĻ¸ (āĻāĻ†āĻ‡) āĻāĻŦāĻ‚ āĻŽā§‡āĻļāĻŋāĻ¨ āĻ˛āĻžāĻ°ā§āĻ¨āĻŋāĻ‚ (āĻāĻŽāĻāĻ˛) -āĻāĻ° āĻ…āĻ—ā§āĻ°āĻ—āĻ¤āĻŋāĻ° āĻĢāĻ˛ā§‡, āĻāĻ‡ āĻŽā§‡āĻļāĻŋāĻ¨āĻ—ā§āĻ˛āĻŋ āĻ†āĻ°āĻ“ āĻ‰āĻ¨ā§āĻ¨āĻ¤ āĻšāĻ¯āĻŧā§‡ āĻ‰āĻ āĻ¤ā§‡ āĻĒāĻžāĻ°āĻ›ā§‡, āĻāĻŽāĻāĻ˛ āĻŽāĻĄā§‡āĻ˛ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻĢāĻ˛ āĻāĻŦāĻ‚ āĻŦāĻŋāĻĻā§‡āĻļā§€ āĻŦāĻ¸ā§āĻ¤ā§ āĻ¯ā§‡āĻŽāĻ¨ āĻĒāĻžāĻĨāĻ°, āĻŽāĻ¯āĻŧāĻ˛āĻž āĻŦāĻž āĻĒā§‹āĻ•āĻžāĻŽāĻžāĻ•āĻĄāĻŧā§‡āĻ° āĻŽāĻ§ā§āĻ¯ā§‡ āĻĒāĻžāĻ°ā§āĻĨāĻ•ā§āĻ¯ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻ›ā§‡āĨ¤ āĻāĻ‡ āĻŽāĻĄā§‡āĻ˛āĻ—ā§āĻ˛āĻŋāĻ•ā§‡ āĻĢāĻ˛ā§‡āĻ° āĻ—ā§āĻŖāĻžāĻ—ā§āĻŖ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĻā§‡āĻ“āĻ¯āĻŧāĻž āĻ¯ā§‡āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡; āĻ•ā§‡āĻŦāĻ˛āĻŽāĻžāĻ¤ā§āĻ° āĻĢā§‡āĻŸā§‡ āĻ¯āĻžāĻ“āĻ¯āĻŧāĻž āĻĢāĻ˛āĻ‡ āĻ¨āĻ¯āĻŧ āĻŦāĻ°āĻ‚ āĻĢāĻ¸āĻ˛ā§‡āĻ° āĻ°ā§‹āĻ— āĻŦāĻž āĻ…āĻ¨ā§āĻ¯āĻžāĻ¨ā§āĻ¯ āĻ¸āĻŽāĻ¸ā§āĻ¯āĻž āĻĒā§āĻ°āĻžāĻĨāĻŽāĻŋāĻ•āĻ­āĻžāĻŦā§‡ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤āĻ•āĻ°āĻŖ āĻ•āĻ°āĻžāĻ• āĻ¯ā§‡āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡āĨ¤ + +> 🎓 *āĻāĻŽāĻāĻ˛ āĻŽāĻĄā§‡āĻ˛* āĻļāĻŦā§āĻĻāĻŸāĻŋ āĻĄā§‡āĻŸāĻž āĻ¸ā§‡āĻŸā§‡āĻ° āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŋāĻ¤ (trained) āĻŽā§‡āĻļāĻŋāĻ¨ āĻ˛āĻžāĻ°ā§āĻ¨āĻŋāĻ‚ āĻ¸āĻĢāĻŸāĻ“āĻ¯āĻŧā§āĻ¯āĻžāĻ°ā§‡āĻ° āĻ†āĻ‰āĻŸāĻĒā§āĻŸāĻ•ā§‡ āĻŦā§‹āĻāĻžāĻ¯āĻŧāĨ¤ āĻ‰āĻĻāĻžāĻšāĻ°āĻŖāĻ¸ā§āĻŦāĻ°ā§‚āĻĒ, āĻāĻ•āĻŸāĻŋ āĻāĻŽāĻāĻ˛ āĻŽāĻĄā§‡āĻ˛āĻ•ā§‡ āĻĒāĻžāĻ•āĻž āĻāĻŦāĻ‚ āĻ•āĻžāĻāĻšāĻž āĻŸāĻŽā§‡āĻŸā§‹āĻ° āĻŽāĻ§ā§āĻ¯ā§‡ āĻĒāĻžāĻ°ā§āĻĨāĻ•ā§āĻ¯ āĻ•āĻ°āĻ¤ā§‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĻā§‡ā§ŸāĻž āĻ¯āĻžā§Ÿ, āĻ¤āĻžāĻ°āĻĒāĻ° āĻŸāĻŽā§‡āĻŸā§‹ āĻĒāĻžāĻ•āĻž āĻ•āĻŋ āĻ¨āĻž āĻ¤āĻž āĻĻā§‡āĻ–āĻ¤ā§‡ āĻ¨āĻ¤ā§āĻ¨ āĻ›āĻŦāĻŋāĻ¤ā§‡ āĻŽāĻĄā§‡āĻ˛āĻŸāĻŋ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ + +āĻāĻ‡ 4āĻŸāĻŋ āĻĒāĻžāĻ ā§‡ āĻ†āĻŽāĻ°āĻž āĻļāĻŋāĻ–āĻŦ āĻ•āĻŋāĻ­āĻžāĻŦā§‡ āĻĢāĻ˛ā§‡āĻ° āĻ—ā§āĻŖāĻŽāĻžāĻ¨ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤ āĻ•āĻ°āĻ¤ā§‡ āĻ‡āĻŽā§‡āĻœ-āĻ­āĻŋāĻ¤ā§āĻ¤āĻŋāĻ• āĻāĻ†āĻ‡ āĻŽāĻĄā§‡āĻ˛āĻ—ā§āĻ˛āĻŋāĻ•ā§‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĻāĻŋāĻ¤ā§‡ āĻšāĻ¯āĻŧ, āĻ•āĻŋāĻ­āĻžāĻŦā§‡ āĻāĻ•āĻŸāĻŋ āĻ†āĻ‡āĻ“āĻŸāĻŋ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨā§‡āĻ•ā§‡ āĻāĻ—ā§āĻ˛āĻŋ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻšāĻ¯āĻŧ āĻāĻŦāĻ‚ āĻ•ā§€āĻ­āĻžāĻŦā§‡ āĻāĻ—ā§āĻ˛āĻŋ Edge āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻšāĻŋāĻ¸ā§‡āĻŦā§‡ āĻšāĻžāĻ˛āĻžāĻ¤ā§‡ āĻšāĻ¯āĻŧ - āĻ¯ā§‡āĻŸāĻŋ āĻ•ā§āĻ˛āĻžāĻ‰āĻĄā§‡āĻ° āĻĒāĻ°āĻŋāĻŦāĻ°ā§āĻ¤ā§‡ āĻāĻ•āĻŸāĻŋ āĻ†āĻ‡āĻ“āĻŸāĻŋ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡ āĻ•āĻžāĻœ āĻ•āĻ°āĻŦā§‡ āĨ¤ + +> 💁 āĻāĻ‡ āĻ˛ā§‡āĻ¸āĻ¨āĻ—ā§āĻ˛ā§‹āĻ¤ā§‡ āĻ†āĻŽāĻ°āĻž āĻ•āĻŋāĻ›ā§ āĻ•ā§āĻ˛āĻžāĻ‰āĻĄ āĻ°āĻŋāĻ¸ā§‹āĻ°ā§āĻ¸ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻŦā§‹āĨ¤ āĻāĻ–āĻžāĻ¨ā§‡ āĻ¸āĻŦāĻ—ā§āĻ˛ā§‹ āĻĒā§āĻ°āĻœā§‡āĻ•ā§āĻŸ āĻ¸āĻŽā§āĻĒā§‚āĻ°ā§āĻŖ āĻ¨āĻž āĻšāĻ˛ā§‡āĻ“, āĻ†āĻŽāĻžāĻĻā§‡āĻ°āĻ•ā§‡ [āĻĒā§āĻ°āĻœā§‡āĻ•ā§āĻŸ āĻ•ā§āĻ˛ā§€āĻ¨-āĻ†āĻĒ](../translations/clean-up.bn.md) āĻ•āĻ°āĻ¤ā§‡ āĻšāĻŦā§‡āĨ¤ + +## āĻĒāĻžāĻ ā§āĻ¯āĻ¸ā§‚āĻšāĻŋ + +1. [āĻ–āĻžāĻĻā§āĻ¯āĻĒāĻŖā§āĻ¯ā§‡āĻ° āĻ—ā§āĻŖāĻŽāĻžāĻ¨ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤āĻ•āĻžāĻ°ā§€āĻ•ā§‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĒā§āĻ°āĻĻāĻžāĻ¨](./lessons/1-train-fruit-detector/translations/README.bn.md) +1. [āĻāĻ•āĻŸāĻŋ IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨā§‡āĻ•ā§‡ āĻĢāĻ˛ā§‡āĻ° āĻ—ā§āĻŖāĻŽāĻžāĻ¨ āĻĒāĻ°ā§€āĻ•ā§āĻˇāĻžāĻ•āĻ°āĻŖ](./lessons/2-check-fruit-from-device/translations/README.bn.md) +1. [āĻĢāĻ˛ā§‡āĻ° āĻŽāĻžāĻ¨ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤āĻ•āĻžāĻ°ā§€ āĻĒā§āĻ°ā§‹āĻ—ā§āĻ°āĻžāĻŽ āĻ•ā§‡ Edge āĻ āĻšāĻžāĻ˛āĻžāĻ¨ā§‹](./lessons/3-run-fruit-detector-edge/translations/README.bn.md) +1. [āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ°ā§‡āĻ° āĻŽāĻžāĻ§ā§āĻ¯āĻŽā§‡ āĻĢāĻ˛ā§‡āĻ° āĻŽāĻžāĻ¨ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤āĻ•āĻžāĻ°ā§€āĻ•ā§‡ āĻšāĻžāĻ˛āĻ¨āĻž āĻ•āĻ°āĻž](./lessons/4-trigger-fruit-detector/translations/README.bn.md) + +## āĻ•ā§āĻ°ā§‡āĻĄāĻŋāĻŸ + +â™Ĩī¸ āĻ­āĻžāĻ˛ā§‹āĻŦāĻžāĻ¸āĻžāĻ° āĻ¸āĻžāĻĨā§‡ āĻĒā§āĻ°āĻ¤āĻŋāĻŸāĻŋ āĻ…āĻ§ā§āĻ¯āĻžā§Ÿ āĻ˛āĻŋāĻ–ā§‡āĻ›ā§‡āĻ¨ [Jen Looper](https://github.com/jlooper) āĻāĻŦāĻ‚ [Jim Bennett](https://GitHub.com/JimBobBennett) + + From d636a1f3328f6ea04fe85216c5469fdbddded729 Mon Sep 17 00:00:00 2001 From: Abu Mushonnip Date: Thu, 7 Oct 2021 07:05:35 +0700 Subject: [PATCH 10/26] Fix ID translation (#318) * remove translated sentence * [id translation] fix typo --- .../lessons/1-introduction-to-iot/translations/README.id.md | 2 +- 1-getting-started/translations/README.id.md | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/1-getting-started/lessons/1-introduction-to-iot/translations/README.id.md b/1-getting-started/lessons/1-introduction-to-iot/translations/README.id.md index 5fb3dcc2..aec9c927 100644 --- a/1-getting-started/lessons/1-introduction-to-iot/translations/README.id.md +++ b/1-getting-started/lessons/1-introduction-to-iot/translations/README.id.md @@ -10,7 +10,7 @@ ## Pengantar -Pelajaran ini mencakup beberapa topok pengantar mengenai Internet of Things, dan membuat Anda dapat mempersiapkan dan mengatur perangkat keras Anda. +Pelajaran ini mencakup beberapa topik pengantar mengenai Internet of Things, dan membuat Anda dapat mempersiapkan dan mengatur perangkat keras Anda. Dalam pelajaran ini kita akan membahas: diff --git a/1-getting-started/translations/README.id.md b/1-getting-started/translations/README.id.md index 438bdaad..cd827385 100644 --- a/1-getting-started/translations/README.id.md +++ b/1-getting-started/translations/README.id.md @@ -1,6 +1,6 @@ # Memulai dengan IoT -Pada bagian ini, Anda akan diperkenalkan dengan Internet of Things, dan mempelajari konsep dasar termasuk membangung proyek IoT 'Hello World' pertama Anda yang terhubung ke *cloud*. Proyek ini merupakan lampu malam yang akan menyala saat tingkat pencahayaan diukur dengan penurunan sensor. This project is a nightlight that lights up as light levels measured by a sensor drop. +Pada bagian ini, Anda akan diperkenalkan dengan Internet of Things, dan mempelajari konsep dasar termasuk membangung proyek IoT 'Hello World' pertama Anda yang terhubung ke *cloud*. Proyek ini merupakan lampu malam yang akan menyala saat tingkat pencahayaan diukur dengan penurunan sensor. ![Lampu LED terhubung ke WIO menyala dan mati saat tingkat pencahayaan berubah](../../images/wio-running-assignment-1-1.gif) From 2f8d1ea71dbd1f7b62a00c5c6e725862aacc99a2 Mon Sep 17 00:00:00 2001 From: Abu Mushonnip Date: Sat, 9 Oct 2021 01:07:22 +0700 Subject: [PATCH 11/26] Add [ID] translation (#319) * remove translated sentence * [id translation] fix typo * add [id] translation for assignment * add README.id.md --- lesson-template/translations/README.id.md | 51 +++++++++++++++++++ lesson-template/translations/assignment.id.md | 9 ++++ 2 files changed, 60 insertions(+) create mode 100644 lesson-template/translations/README.id.md create mode 100644 lesson-template/translations/assignment.id.md diff --git a/lesson-template/translations/README.id.md b/lesson-template/translations/README.id.md new file mode 100644 index 00000000..5c77535b --- /dev/null +++ b/lesson-template/translations/README.id.md @@ -0,0 +1,51 @@ +# [Topik Pelajaran] + +![Sematkan video di sini](video-url) + +## [Kuis Pra-Kuliah](quiz-url) + +[Jelaskan apa yang akan kita pelajari] + +### Pengenalan + +Jelaskan apa yang akan dibahas + +> Catatan + +### Prasyarat + +Langkah-langkah apa yang seharusnya sudah dibahas sebelum pelajaran ini? + +### Persiapan + +Langkah-langkah persiapan untuk memulai pelajaran ini + +--- + +[Melangkah melalui konten dalam blok] + +## [Topik 1] + +### Tugas: + +Bekerja sama untuk meningkatkan *codebase* anda secara progresif untuk membangun proyek dengan kode bersama: + +```html +blok kode +``` + +✅ Cek Pengetahuan - gunakan momen ini untuk memperluas pengetahuan siswa dengan membuka pertanyaan + +## [Topik 2] + +## [Topik 3] + +🚀 Tantangan: Tambahkan sebuah tantangan kepada siswa untuk dikerjakan secara kolaboratif di kelas untuk menyempurnakan project + +Opsional: tambahkan tangkapan layar UI dari pelajaran yang telah selesai jika sesuai + +## [Kuis Setelah Kuliah](quiz-url) + +## Ulasan & Belajar Mandiri + +**Keterlambatan Tugas [MM/YY]**: [Nama Tugas](assignment.md) diff --git a/lesson-template/translations/assignment.id.md b/lesson-template/translations/assignment.id.md new file mode 100644 index 00000000..e47776fa --- /dev/null +++ b/lesson-template/translations/assignment.id.md @@ -0,0 +1,9 @@ +# [Nama Tugas] + +## Instruksi + +## Rubrik + +| Kriteria | Teladan | Memadai | Perlu Perbaikan | +| -------- | --------- | -------- | ----------------- | +| | | | | From c3d044a579a0d43afda7e9d746a701005db472c7 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Ali=20Hakim=20Ta=C5=9Fk=C4=B1ran?= <52009742+alihakimtaskiran@users.noreply.github.com> Date: Sat, 9 Oct 2021 21:42:15 +0300 Subject: [PATCH 12/26] Correction of spelling mistake.[TR translation] (#321) * Update README.tr.md * Update README.tr.md --- translations/README.tr.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/translations/README.tr.md b/translations/README.tr.md index ee25bbfd..54bef696 100644 --- a/translations/README.tr.md +++ b/translations/README.tr.md @@ -121,7 +121,7 @@ Bir çeviriyle katkÄąda bulunmak ister miydiniz? LÃŧtfen [çeviri rehberimizi](. ## Diğer Dersler -TakÄąmÄąmÄąz başka derler de yapÄąyor: +TakÄąmÄąmÄąz başka dersler de yapÄąyor: - [Yeni başlayanlar için web geliştiriciliği](https://aka.ms/webdev-beginners) - [Yeni başlayanlar için makine Ãļğrenimi](https://aka.ms/ml-beginners) From 69087654bfb525748417c186129790f41c634f1c Mon Sep 17 00:00:00 2001 From: Jim Bennett Date: Mon, 11 Oct 2021 12:43:50 -0700 Subject: [PATCH 13/26] Fix typos (#324) * Update README.md * Spelling fixes * Update hardware.md * Adding IoT for beginners episode * Adding intro video * Fixing formatting of read more and self study sections. * Adding instructions for installing the ReSpeaker * Adding auth to language understanding * Adding Wio terminal timer setting * Update config.h * Fixing links and images * Increasing version numbers for SD card fix * Adding SD card requirement * speech and translations * Adding more on translations * All Wio Terminal now working except playing audio * Adding more details on virtual environments. * Fixing tracking links * Update app.py * Changing casing for case sensitive OSes * Fix for #322 * Fix for #323 --- 4-manufacturing/lessons/2-check-fruit-from-device/README.md | 2 +- 4-manufacturing/lessons/3-run-fruit-detector-edge/README.md | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/4-manufacturing/lessons/2-check-fruit-from-device/README.md b/4-manufacturing/lessons/2-check-fruit-from-device/README.md index e8d5ca06..2eadee45 100644 --- a/4-manufacturing/lessons/2-check-fruit-from-device/README.md +++ b/4-manufacturing/lessons/2-check-fruit-from-device/README.md @@ -24,7 +24,7 @@ In this lesson we'll cover: ## Camera sensors -Camera sensors, as the name suggests, are cameras that you can connect to your IoT device. They can take still images, or capture streaming video. Some will return raw image data, others will compress the image data into an image file such as a JPEG or PNG. Usually the cameras that work with IoT devices are much smaller and lower resolution that what you might be used to, but you can get high resolution cameras that will rival top end phones. You can get all manner of interchangeable lenses, multiple camera setups, infra-red thermal cameras, or UV cameras. +Camera sensors, as the name suggests, are cameras that you can connect to your IoT device. They can take still images, or capture streaming video. Some will return raw image data, others will compress the image data into an image file such as a JPEG or PNG. Usually the cameras that work with IoT devices are much smaller and lower resolution than what you might be used to, but you can get high resolution cameras that will rival top end phones. You can get all manner of interchangeable lenses, multiple camera setups, infra-red thermal cameras, or UV cameras. ![The light from a scene passes through a lens and is focused on a CMOS sensor](../../../images/cmos-sensor.png) diff --git a/4-manufacturing/lessons/3-run-fruit-detector-edge/README.md b/4-manufacturing/lessons/3-run-fruit-detector-edge/README.md index 0e1ede34..f75452c3 100644 --- a/4-manufacturing/lessons/3-run-fruit-detector-edge/README.md +++ b/4-manufacturing/lessons/3-run-fruit-detector-edge/README.md @@ -71,7 +71,7 @@ There are downsides to edge computing, where the cloud may be a preferred option 1. **Scale and flexibility** - cloud computing can adjust to network and data needs in real-time by adding or reducing servers and other resources. To add more edge computers requires manually adding more devices. -1. **Reliability and resiliency** - cloud computing provides multiple servers often in multiple locations for redundancy and disaster recovery. To have the same level of redundancy on the edge requires large investments and a lor of configuration work. +1. **Reliability and resiliency** - cloud computing provides multiple servers often in multiple locations for redundancy and disaster recovery. To have the same level of redundancy on the edge requires large investments and a lot of configuration work. 1. **Maintenance** - cloud service providers provide system maintenance and updates. From ed62baba50f272baaf28d811e5102b5054e458b5 Mon Sep 17 00:00:00 2001 From: emilyf11 <89915168+emilyf11@users.noreply.github.com> Date: Tue, 12 Oct 2021 10:30:02 -0500 Subject: [PATCH 14/26] Lesson 18 that to than - in Introduction (#325) --- 4-manufacturing/lessons/4-trigger-fruit-detector/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/4-manufacturing/lessons/4-trigger-fruit-detector/README.md b/4-manufacturing/lessons/4-trigger-fruit-detector/README.md index addc74db..51b0c3e8 100644 --- a/4-manufacturing/lessons/4-trigger-fruit-detector/README.md +++ b/4-manufacturing/lessons/4-trigger-fruit-detector/README.md @@ -10,7 +10,7 @@ ## Introduction -An IoT application is not just a single device capturing data and sending it to the cloud, it is more often that not multiple devices all working together to capture data from the physical world using sensors, make decisions based off that data, and interacting back with the physical world via actuators or visualizations. +An IoT application is not just a single device capturing data and sending it to the cloud, it is more often than not multiple devices all working together to capture data from the physical world using sensors, make decisions based off that data, and interacting back with the physical world via actuators or visualizations. In this lesson you will learn more about architecting complex IoT applications, incorporating multiple sensors, multiple cloud services to analyze and store data, and showing a response via an actuator. You will learn how to architect a fruit quality control system prototype, including about using proximity sensors to trigger the IoT application, and what the architecture of this prototype would be. From 7419dfdd22a8264d526152ce6797755d13c7e216 Mon Sep 17 00:00:00 2001 From: Wu-Haitao <59434361+Wu-Haitao@users.noreply.github.com> Date: Thu, 14 Oct 2021 23:39:23 +0800 Subject: [PATCH 15/26] [zh-cn Translation] Add Translation for 2-farm (#320) * Create README.zh-cn.md * Create README.zh-cn.md for 2-farm lesson 1 * Update lesson 1 README.zh-cn.md Co-authored-by: Jim Bennett --- .../translations/README.zh-cn.md | 271 ++++++++++++++++++ 2-farm/translations/README.zh-cn.md | 20 ++ 2 files changed, 291 insertions(+) create mode 100644 2-farm/lessons/1-predict-plant-growth/translations/README.zh-cn.md create mode 100644 2-farm/translations/README.zh-cn.md diff --git a/2-farm/lessons/1-predict-plant-growth/translations/README.zh-cn.md b/2-farm/lessons/1-predict-plant-growth/translations/README.zh-cn.md new file mode 100644 index 00000000..12739f20 --- /dev/null +++ b/2-farm/lessons/1-predict-plant-growth/translations/README.zh-cn.md @@ -0,0 +1,271 @@ +# åē”į”¨į‰Šč”įŊ‘éĸ„æĩ‹æ¤į‰Šį”Ÿé•ŋ + +![čŋ™ä¸Ēč¯žį¨‹æĻ‚čŋ°įš„æļ‚é¸ĻįŦ”莰īŧˆsketchnoteīŧ‰](../../../../sketchnotes/lesson-5.jpg) + +> Sketchnote by [Nitya Narasimhan](https://github.com/nitya). åĻ‚æžœäŊ æƒŗįœ‹æ¯”čžƒå¤§įš„回į‰‡īŧŒč¯ˇį‚šå‡ģ厃。 + +## č¯žå‰æĩ‹éĒŒ + +[č¯žå‰æĩ‹éĒŒ](https://brave-island-0b7c7f50f.azurestaticapps.net/quiz/9) + +## äģ‹įģ + +植į‰Šéœ€čĻä¸€äē›ä¸œčĨŋ才čƒŊį”Ÿé•ŋ - æ°´īŧŒäēŒæ°§åŒ–įĸŗīŧŒå…ģ分īŧŒå…‰į…§īŧŒčŋ˜æœ‰įƒ­ã€‚在čŋ™čŠ‚č¯žį¨‹ä¸­īŧŒäŊ å°†äŧšå­Ļäš æ€Žæ ˇé€ščŋ‡æĩ‹é‡įŠē气渊åēĻæĨ莥įŽ—植į‰Šįš„į”Ÿé•ŋ和成į†ŸįŽ‡ã€‚ + +čŋ™čŠ‚č¯žį¨‹å°†åŒ…åĢīŧš + +* [数字农业](#数字农业) +* [ä¸ēäģ€äšˆæ¸ŠåēĻåœ¨č€•äŊœä¸­åžˆé‡čĻīŧŸ](#ä¸ēäģ€äšˆæ¸ŠåēĻåœ¨č€•äŊœä¸­åžˆé‡čĻīŧŸ) +* [æĩ‹é‡įŽ¯åĸƒæ¸ŠåēĻ](#æĩ‹é‡įŽ¯åĸƒæ¸ŠåēĻ) +* [į”Ÿé•ŋåēĻæ—Ĩ (GDD)](#į”Ÿé•ŋåēĻæ—Ĩ) +* [į”¨æ¸ŠåēĻäŧ æ„Ÿå™¨æ•°æŽčŽĄįŽ— GDD](#į”¨æ¸ŠåēĻäŧ æ„Ÿå™¨æ•°æŽčŽĄįŽ— GDD) + +## 数字农业 + +通čŋ‡äŊŋį”¨åˇĨå…ˇæĨæ”ļé›†ã€å­˜å‚¨å’Œåˆ†æžč€•äŊœæ•°æŽīŧŒæ•°å­—农业 (Digital Agriculture) æ­Ŗ在攚变我äģŦįš„耕äŊœæ–šåŧã€‚我äģŦį›Žå‰æ­Ŗ处äēŽčĸĢ世į•ŒįģæĩŽčŽē坛描čŋ°ä¸ē“įŦŦ四æŦĄåˇĨ业革å‘Ŋ”įš„æ—ļ期īŧŒč€Œæ•°å­—农业įš„å´›čĩˇäšŸčĸĢį§°ä¸ē“įŦŦ四æŦĄå†œä¸šéŠå‘Ŋ”īŧŒæˆ–“农业4.0”。 + +> 🎓 æ•°å­—å†œä¸šä¸€č¯äšŸåŒ…æ‹Ŧ整ä¸Ē“农业äģˇå€ŧ链”īŧŒåŗäģŽå†œåœēåˆ°é¤æĄŒįš„æ•´ä¸Ēčŋ‡į¨‹ã€‚厃包æ‹Ŧ在éŖŸå“čŋčž“和加åˇĨčŋ‡į¨‹ä¸­čˇŸč¸Ē农äē§å“č´¨é‡īŧŒäģ“åē“å’Œį”ĩå­å•†åŠĄįŗģįģŸīŧŒį”šč‡ŗ拖拉æœēį§Ÿčĩåē”į”¨į¨‹åēīŧ + +čŋ™äē›æ”šå˜äŊŋ垗农民äģŦčƒŊ够提éĢ˜äē§é‡īŧŒå‡å°‘č‚Ĩæ–™å’Œå†œč¯įš„äŊŋį”¨īŧŒåšļ更有效įŽ‡åœ°æĩ‡æ°´ã€‚å°ŊįŽĄä¸ģčĻåœ¨å¯ŒčŖ•å›ŊåŽļ中äŊŋį”¨īŧŒäŧ æ„Ÿå™¨å’Œå…ļåŽƒčŽžå¤‡įš„äģˇæ ŧ在æ…ĸæ…ĸ降äŊŽīŧŒäŊŋ垗厃äģŦåœ¨å‘åą•ä¸­å›ŊåŽļ䚟更厚易čĸĢäŊŋį”¨äē†ã€‚ + +数字农业所äŋƒæˆįš„技术包æ‹Ŧīŧš + +* 渊åēĻæĩ‹é‡â€”—æĩ‹é‡æ¸ŠåēĻäŊŋ农民čƒŊ够éĸ„æĩ‹æ¤į‰Šįš„į”Ÿé•ŋ和成į†ŸåēĻ。 +* č‡Ē动æĩ‡æ°´â€”—æĩ‹é‡åœŸåŖ¤æšŋåēĻīŧŒåœ¨åœŸåŖ¤čŋ‡äēŽåš˛į‡Ĩæ—ļåŧ€å¯įŒæē‰įŗģįģŸīŧŒč€Œä¸æ˜¯åŽšæ—ļæĩ‡æ°´ã€‚厚æ—ļæĩ‡æ°´å¯čƒŊå¯ŧ致äŊœį‰Šåœ¨éĢ˜æ¸Šåš˛æ—ąæ—ļæĩ‡æ°´ä¸čļŗīŧŒæˆ–在下雨æ—ļæĩ‡æ°´čŋ‡å¤šã€‚通čŋ‡åĒ有在土åŖ¤éœ€čĻæ—ļ才æĩ‡æ°´įš„æ–šåŧīŧŒå†œæ°‘可äģĨäŧ˜åŒ–æ°´čĩ„æēįš„äŊŋį”¨ã€‚ +* č™ĢåŽŗ控åˆļ——农民可äģĨäŊŋį”¨č‡Ē动æœē器äēē或无äēēæœē上įš„摄像头æĨæŖ€æŸĨč™ĢåŽŗīŧŒį„ļ后åĒ在需čĻįš„地斚æ–Ŋį”¨å†œč¯ã€‚čŋ™æ ˇä¸äģ…čƒŊå‡å°‘å†œč¯įš„äŊŋį”¨é‡īŧŒäšŸčƒŊ减少æĩå…ĨåŊ“地水æēä¸­įš„å†œč¯é‡ã€‚ + +✅ 做äē›į ”įŠļ。čŋ˜æœ‰å“Ēäē›æŠ€æœ¯æ˜¯į”¨æĨ提éĢ˜å†œä¸šäē§é‡įš„īŧŸ + +> 🎓 “į˛žå‡†å†œä¸šâ€ä¸€č¯čĸĢį”¨æĨ厚䚉在某块į”°åœ°īŧŒį”šč‡ŗ在某块į”°åœ°įš„部分åŒē域įš„å°ēåēĻ上īŧŒå¯šäŊœį‰Ščŋ›čĄŒįš„č§‚å¯Ÿã€æĩ‹é‡å’Œååē”。čŋ™åŒ…æ‹Ŧæĩ‹é‡æ°´ã€å…ģ分和č™ĢåŽŗį¨‹åēĻīŧŒåšļäŊœå‡ē准įĄŽįš„反åē”īŧŒäž‹åĻ‚åĒ寚一小部分į”°åœ°čŋ›čĄŒæĩ‡įŒã€‚ +> + +## ä¸ēäģ€äšˆæ¸ŠåēĻåœ¨č€•äŊœä¸­åžˆé‡čĻīŧŸ + +在å­Ļ䚠植į‰Šæ—ļīŧŒå¤§å¤šæ•°å­Ļį”ŸéƒŊäē†č§Ŗäē†æ°´ã€å…‰ã€äēŒæ°§åŒ–įĸŗ (CO2) 和å…ģ分įš„åŋ…čĻæ€§ã€‚å…ļ厞植į‰Šįš„į”Ÿé•ŋ也需čĻæ¸Šæš–——čŋ™å°ąæ˜¯ä¸ēäģ€äšˆæ¤į‰Šåœ¨æ˜Ĩ夊随į€æ¸ŠåēĻįš„升éĢ˜č€Œåŧ€čŠąīŧŒä¸ēäģ€äšˆé›Ēé’ŸčŠąæˆ–æ°´äģ™čŠąäŧšå› ä¸ēįŸ­æš‚įš„æš–æĩč€Œæå‰å‘čŠŊīŧŒäģĨ及ä¸ēäģ€äšˆæš–æˆŋ和渊厤čƒŊ里įš„植į‰Šį”Ÿé•ŋ垗垈åĨŊ。 + +> 🎓 暖æˆŋ和渊厤æŒēįąģäŧŧįš„īŧŒäŊ†åŽƒäģŦ有一ä¸Ē重čĻåŒēåˆĢ。暖æˆŋ是äēēåˇĨ加įƒ­įš„īŧŒå†œæ°‘čƒŊ够更准įĄŽåœ°æŽ§åˆļ渊åēĻīŧŒč€Œæ¸ŠåŽ¤äžé å¤Ēé˜ŗ取暖īŧŒé€šå¸¸å”¯ä¸€įš„控åˆļ是刊į”¨įĒ—æˆˇæˆ–å…ļäģ–åŧ€åŖæĨ莊įƒ­é‡æ•Ŗ发å‡ēåŽģ。 + +植į‰Šæœ‰åŸēįĄ€æ¸ŠåēĻæˆ–č€…č¯´æœ€äŊŽæ¸ŠåēĻ、最äŊŗ渊åēĻ和最éĢ˜æ¸ŠåēĻīŧŒæ‰€æœ‰čŋ™äē›éƒŊåŸēäēŽæ—Ĩåšŗ均渊åēĻ。 + +* åŸēįĄ€æ¸ŠåēĻ (Base temperature) - čŋ™æ˜¯æ¤į‰Šį”Ÿé•ŋ所需įš„最äŊŽæ—Ĩåšŗ均渊åēĻ。 +* 最äŊŗ渊åēĻ (Optimum temperature) - čŋ™æ˜¯čƒŊ够äŊŋ植į‰ŠčŽˇåž—最多į”Ÿé•ŋįš„最äŊŗæ—Ĩåšŗ均渊åēĻ。 +* 最éĢ˜æ¸ŠåēĻ (Maximum temperature) - čŋ™æ˜¯æ¤į‰Šå¯äģĨæ‰ŋ受įš„最éĢ˜æ¸ŠåēĻ。čļ…čŋ‡čŋ™ä¸Ē渊åēĻīŧŒæ¤į‰Šå°ąäŧšåœæ­ĸį”Ÿé•ŋīŧŒäģĨ节įœæ°´åˆ†å’ŒäŋæŒå­˜æ´ģ。 + +> 💁 čŋ™äē›éƒŊ是åšŗ均渊åēĻīŧŒæ˜¯æ¯æ—Ĩ和每夜渊åēĻįš„åšŗ均å€ŧ。植į‰ŠäšŸéœ€čĻæ˜ŧ夜不同įš„渊åēĻäģĨ帎劊厃äģŦ更有效地čŋ›čĄŒå…‰åˆäŊœį”¨åšļåœ¨å¤œé—´čŠ‚įœčƒŊ量。 + +每į§æ¤į‰ŠéƒŊ有不同įš„åŸēįĄ€ã€æœ€äŊŗ、最éĢ˜æ¸ŠåēĻå€ŧ。čŋ™å°ąæ˜¯ä¸ēäģ€äšˆä¸€äē›æ¤į‰ŠčƒŊ够在į‚Žįƒ­įš„地åŒē茁åŖŽæˆé•ŋīŧŒč€ŒåĻ一äē›åˆ™æ›´é€‚åē”å¯’å†ˇåœ°åŒē。 + +✅ 做äē›į ”įŠļ。寚äēŽé‚Ŗäē›čŠąå›­ã€å­Ļæ Ąæˆ–åŊ“地å…Ŧ园里įš„植į‰ŠīŧŒäŊ æ˜¯åĻ可äģĨ扞到å…ļåŸēįĄ€æ¸ŠåēĻ。 + +![æœŦå›žåą•į¤ēäē†į”Ÿé•ŋįŽ‡éšį€æ¸ŠåēĻįš„升éĢ˜č€Œåĸžé•ŋīŧŒį„ļ后在渊åēĻčŋ‡éĢ˜æ—ļ下跌įš„čŋ‡į¨‹](../../../../images/plant-growth-temp-graph.png) + +上回昞į¤ēäē†ä¸€ä¸Ēį”Ÿé•ŋįŽ‡ä¸Žæ¸ŠåēĻå…ŗįŗģ回įš„䞋子。在最äŊŽæ¸ŠåēĻ䚋前植į‰Šä¸äŧšį”Ÿé•ŋ。随į€æ¸ŠåēĻ升éĢ˜į”Ÿé•ŋįŽ‡åĸžåŠ īŧŒåšļ在最äŊŗ渊åēĻå¤„čžžåˆ°čŋ™ä¸Ēåŗ°å€ŧīŧŒį„ļ后下降。在最éĢ˜æ¸ŠåēĻ处īŧŒį”Ÿé•ŋ停æ­ĸ。 + +č¯Ĩ回įš„åŊĸįŠļ因植į‰Šį§įąģįš„ä¸åŒč€Œä¸åŒã€‚æœ‰äē›æ¤į‰Šåœ¨æœ€äŊŗ渊åēĻäš‹åŽæœ‰čžƒæ˜Žæ˜žįš„下降īŧŒæœ‰äē›æ¤į‰ŠäģŽæœ€äŊŽæ¸ŠåēĻ到最äŊŗ渊åēĻįš„åĸžé•ŋ更加įŧ“æ…ĸ。 + +> 💁 寚äēŽå†œæ°‘æĨč¯´īŧŒčĻæƒŗ莊äŊœį‰Šé•ŋåž—æ›´åĨŊīŧŒäģ–äģŦ需čĻįŸĨ道čŋ™ä¸‰ä¸Ē渊åēĻå€ŧīŧŒåšļäē†č§Ŗäģ–äģŦ所į§æ¤įš„äŊœį‰Šįš„回åŊĸåŊĸįŠļ。 + +åĻ‚果农民čƒŊ够控åˆļ渊åēĻīŧŒæ¯”åĻ‚在商业暖æˆŋ中īŧŒé‚Ŗ䚈äģ–äģŦ可äģĨä¸ēå…ļäŊœį‰Ščŋ›čĄŒæ¸ŠåēĻįš„äŧ˜åŒ–。䞋åĻ‚īŧŒä¸€ä¸Ēį§æ¤čĨŋįēĸæŸŋįš„商业暖æˆŋ可äģĨ在į™Ŋ夊将渊åēĻ莞įŊŽä¸ē25°Cč€Œåœ¨æ™šä¸ŠčŽžįŊŽä¸ē20°CīŧŒčŋ™æ ˇčƒŊå¤ŸčŽˇåž—æœ€åŋĢįš„į”Ÿé•ŋ。 + +> 🍅 将渊控与äēēåˇĨį…§æ˜Žã€č‚Ĩ料和 CO2 æ°´åšŗ控åˆļį›¸įģ“合čƒŊ够čƒŊ够厞įŽ°å…¨åš´įš„į§æ¤å’Œæ”ļčŽˇã€‚ + +## æĩ‹é‡įŽ¯åĸƒæ¸ŠåēĻ + +渊åēĻäŧ æ„Ÿå™¨å¯ä¸Žį‰Šč”įŊ‘čŽžå¤‡ä¸€čĩˇäŊŋį”¨æĨæĩ‹é‡įŽ¯åĸƒæ¸ŠåēĻ。 + +### äģģåŠĄ - æĩ‹é‡æ¸ŠåēĻ + +通čŋ‡äģĨ下čŋ™äē›į›¸å…ŗ指南īŧŒåē”į”¨äŊ įš„į‰Šč”įŊ‘čŽžå¤‡į›‘æĩ‹æ¸ŠåēĻīŧš + +* [Arduino - Wio Terminal](../wio-terminal-temp.md) +* [单æŋæœē - Raspberry Pi](../pi-temp.md) +* [单æŋæœē - č™šæ‹ŸčŽžå¤‡](../virtual-device-temp.md) + +## į”Ÿé•ŋåēĻæ—Ĩ + +į”Ÿé•ŋåēĻæ—Ĩ (Growing degree days)īŧŒäšŸį§°ä¸ēį”Ÿé•ŋåēĻ单äŊ (growing degree units)īŧŒæ˜¯æ šæŽæ¸ŠåēĻčĄĄé‡æ¤į‰Šį”Ÿé•ŋįš„一į§æ–šåŧã€‚å‡čŽžä¸€æ Ē植į‰Šå…ˇæœ‰čļŗ够įš„水分、å…ģ分和äēŒæ°§åŒ–įĸŗīŧŒæ¸ŠåēĻ将äŧšå†ŗ厚植į‰Šįš„į”Ÿé•ŋįŽ‡ã€‚ + +į”Ÿé•ŋåēĻæ—ĨīŧŒæˆ–į§° GDDīŧŒæ˜¯äģĨ每æ—Ĩ中éĢ˜äēŽæ¤į‰ŠåŸēįĄ€æ¸ŠåēĻįš„įš„åšŗ均渊åēĻīŧˆæ‘„氏åēĻīŧ‰æĨ莥įŽ—įš„。每ä¸Ē植į‰Šéœ€čĻä¸€åŽšæ•°é‡įš„į”Ÿé•ŋåēĻæ—ĨæĨį”Ÿé•ŋ、åŧ€čŠąã€æˆį†Ÿã€‚每夊įš„ GDD čļŠå¤šīŧŒæ¤į‰Šįš„į”Ÿé•ŋå°ąčļŠåŋĢ。 + +> đŸ‡ē🇸 For Americans, growing degree days can also be calculated using Fahrenheit. 5 GDDC (growing degree days in Celsius) is the equivalent of 9 GDDF (growing degree days in Fahrenheit). <= 华氏åēĻ莥įŽ— + +GDD įš„厌整å…Ŧåŧæœ‰į‚šå¤æ‚īŧŒå¤§å¤šæ˜¯æƒ…å†ĩ下äŊŋį”¨ä¸€ä¸ĒįŽ€åŒ–æ–šį¨‹å°ąčƒŊ垗到一ä¸Ē垈åĨŊįš„čŋ‘äŧŧå€ŧīŧš + +![GDD = T max + T min 除äģĨ 2īŧŒå†å‡åŽģ T base](../../../../images/gdd-calculation.png) + +* **GDD** - į”Ÿé•ŋåēĻæ—Ĩįš„数量 +* **Tmax** - 每æ—Ĩ最éĢ˜æ¸ŠåēĻīŧŒå•äŊæ˜¯æ‘„氏åēĻ +* **Tmin** - 每æ—Ĩ最äŊŽæ¸ŠåēĻīŧŒå•äŊæ˜¯æ‘„氏åēĻ +* **Tbase** - 植į‰Šįš„åŸēįĄ€æ¸ŠåēĻīŧŒå•äŊæ˜¯æ‘„氏åēĻ。 + +> 💁 Tmax éĢ˜äēŽ 30°C æˆ–č€… Tmin äŊŽäēŽ Tbase įš„情å†ĩ下有所不同īŧŒäŊ†æ˜¯æˆ‘äģŦ暂且åŋŊį•Ĩ。 + +### 䞋子 - įŽ‰įąŗ đŸŒŊ + +栚捎品į§įš„不同īŧŒįŽ‰įąŗ大æĻ‚需čĻ 800 到 2,700 įš„ GDD æĨ成į†ŸīŧŒåŸēįĄ€æ¸ŠåēĻ是 10°C。 + +在éĢ˜äēŽåŸēįĄ€æ¸ŠåēĻįš„įŦŦ一夊īŧŒæĩ‹é‡įš„渊åēĻå€ŧåĻ‚下īŧš + +| æĩ‹é‡ | 渊åēĻ °C | +| :--- | :-----: | +| 最éĢ˜ | 16 | +| 最äŊŽ | 12 | + +把čŋ™äē›æ•°å­—äģŖå…Ĩå…Ŧåŧä¸­īŧš + +* Tmax = 16 +* Tmin = 12 +* Tbase = 10 + +可垗īŧš + +![GDD = 16 + 12 除äģĨ 2īŧŒå†å‡åŽģ 10īŧŒåž—到į­”æĄˆä¸ē 4](../../../../images/gdd-calculation-corn.png) + +įŽ‰įąŗ在čŋ™ä¸€å¤ŠčŽˇåž—äē†4 GDDã€‚å‡čŽžčŋ™ä¸Ē品į§įš„įŽ‰įąŗ需čĻ800 GDDīŧŒé‚Ŗ䚈厃čŋ˜éœ€čĻ796 GDD 才čƒŊ成į†Ÿã€‚ + +✅ 做äē›į ”įŠļ。寚äēŽé‚Ŗäē›čŠąå›­ã€å­Ļæ Ąæˆ–åŊ“地å…Ŧ园里įš„植į‰ŠīŧŒäŊ æ˜¯åĻčƒŊ扞厃äģŦ成į†Ÿæ‰€éœ€įš„ GDD 数量。 + +## į”¨æ¸ŠåēĻäŧ æ„Ÿå™¨æ•°æŽčŽĄįŽ— GDD + +植į‰Šįš„į”Ÿé•ŋæ—ļ间不是å›ē厚įš„——䞋åĻ‚īŧŒäŊ ä¸å¯čƒŊį§ä¸‹ä¸€į˛’į§å­åšļįŸĨ道厃äŧšåˆšåĨŊ在100夊后åŧ€čŠąįģ“果。į„ļ而īŧŒäŊœä¸ē一ä¸Ē农民īŧŒäŊ äšŸčŽ¸æœ‰ä¸€ä¸Ēį”Ÿé•ŋ所需æ—ļ间įš„į˛—į•ĨæĻ‚åŋĩīŧŒį„ļ后äŊ æ¯å¤ŠæŖ€æŸĨäŊœį‰Šæ˜¯åĻ成į†Ÿã€‚ + +寚äēŽä¸€äē›å¤§åž‹å†œåœēæĨč¯´čŋ™æ˜¯ä¸€ä¸Ēåˇ¨å¤§įš„åŠŗ动力åŊąå“īŧŒč€Œä¸”农民有可čƒŊ错čŋ‡æ„å¤–提前成į†Ÿįš„äŊœį‰Šã€‚通čŋ‡æĩ‹é‡æ¸ŠåēĻīŧŒå†œæ°‘可äģĨ莥įŽ—å‡ē植į‰Šæ‰€į´¯į§¯įš„ GDDīŧŒčŋ™æ ˇå¯äģĨå°ąčƒŊåĒ在æŽĨčŋ‘éĸ„期成į†ŸåēĻæ—ļčŋ›čĄŒæŖ€æŸĨ。 + +通čŋ‡äŊŋį”¨į‰Šč”įŊ‘čŽžå¤‡æ”ļ集渊åēĻ数捎īŧŒå†œæ°‘可äģĨ在植į‰ŠæŽĨčŋ‘成į†Ÿæ—ļč‡Ē动æ”ļ到通įŸĨ。čŋ™æ–šéĸįš„典型æžļæž„æ˜¯čŽŠį‰Šč”įŊ‘čŽžå¤‡æĩ‹é‡æ¸ŠåēĻīŧŒį„ļ后äŊŋį”¨įąģäŧŧ MQTT įš„åčŽŽåœ¨äē’联įŊ‘上发布čŋ™äē›éĨæĩ‹æ•°æŽã€‚æŽĨį€æœåŠĄå™¨äģŖį į›‘åŦčŋ™äē›æ•°æŽåšļ将å…ļäŋå­˜åœ¨æŸä¸Ē地斚īŧŒæ¯”åĻ‚数捎åē“。čŋ™æ„å‘ŗį€äš‹åŽčƒŊ够寚čŋ™äē›æ•°æŽčŋ›čĄŒåˆ†æžīŧŒæ¯”åĻ‚åœ¨æ¯æ™ščŽĄįŽ—åŊ“夊įš„ GDDīŧŒå¯šæ¯į§äŊœį‰Šįš„ GDD čŋ›čĄŒį´¯čŽĄīŧŒåĻ‚果植į‰ŠæŽĨčŋ‘成į†Ÿå°ąå‘å‡ēč­ĻæŠĨ。 + +![éĨæĩ‹æ•°æŽčĸĢ发送到一ä¸ĒæœåŠĄå™¨ä¸Šį„ļ后čĸĢäŋå­˜č‡ŗ数捎åē“中](../../../../images/save-telemetry-database.png) + +æœåŠĄå™¨äģŖį äšŸå¯äģĨ通čŋ‡æˇģ加éĸå¤–įš„äŋĄæ¯æĨåĸžåŧē数捎。䞋åĻ‚īŧŒį‰Šč”įŊ‘čŽžå¤‡å¯é€ščŋ‡ä¸€ä¸Ēæ ‡č¯†įŦĻäģĨčĄ¨æ˜ŽåŽƒæ˜¯å“Ēä¸ĒčŽžå¤‡īŧŒč€ŒæœåŠĄå™¨äģŖį å¯äģĨäŊŋį”¨čŋ™ä¸Ēæ ‡č¯†įŦĻæĨæŸĨæ‰žčŽžå¤‡įš„äŊįŊŽäģĨ及厃æ­Ŗ在į›‘æĩ‹å“Ēäē›äŊœį‰Šã€‚čŋ˜å¯äģĨæˇģ加一äē›åŸēæœŦ数捎īŧŒåĻ‚åŊ“前æ—ļ间īŧŒå› ä¸ē一äē›į‰Šč”įŊ‘čŽžå¤‡æ˛Ąæœ‰čŋŊč¸Ēæ—ļ间įš„åŋ…čĻįš„įĄŦäģļæˆ–č€…æ˜¯éœ€čĻéĸå¤–įš„äģŖį æĨ通čŋ‡äē’联įŊ‘č¯ģ取åŊ“前æ—ļ间。 + +✅ äŊ č§‰åž—ä¸ēäģ€äšˆä¸åŒåœ°æ–šįš„渊åēĻ可čƒŊäŧšä¸åŒīŧŸ + +### äģģåŠĄ - 发布渊åēĻäŋĄæ¯ + +通čŋ‡äģĨ下čŋ™äē›į›¸å…ŗ指南īŧŒåē”į”¨äŊ įš„į‰Šč”įŊ‘čŽžå¤‡é€ščŋ‡ MQTT 发布渊åēĻ数捎īŧŒäģĨäžŋ䚋后įš„分析īŧš + +* [Arduino - Wio Terminal](../wio-terminal-temp-publish.md) +* [单æŋæœē - Raspberry Pi/č™šæ‹Ÿį‰Šč”įŊ‘čŽžå¤‡](../single-board-computer-temp-publish.md) + +### äģģåŠĄ - æ•čŽˇåšļ存储渊åēĻäŋĄæ¯ + +åĻ‚æžœį‰Šč”įŊ‘čŽžå¤‡æˆåŠŸå‘å¸ƒéĨæĩ‹æ•°æŽīŧŒå°ąå¯äģĨåŧ€å§‹įŧ–å†™æœåŠĄå™¨äģŖį æĨčŽĸ阅čŋ™äē›æ•°æŽåšļ将å…ļ存储čĩˇæĨã€‚æœåŠĄå™¨äģŖį å°†å…ļäŋå­˜åˆ° CSV 文äģļ中而非äŊŋį”¨æ•°æŽåē“æĨ存储。CSV文äģļäģĨ文æœŦåŊĸåŧå­˜å‚¨æ•°æŽīŧŒæ¯ä¸Ēå€ŧį”¨é€—åˇéš”åŧ€īŧŒæ¯ä¸Ē莰åŊ•å ä¸€čĄŒã€‚厃是一į§æ–šäžŋįš„、äēēįąģ可č¯ģįš„ã€å—åˆ°č‰¯åĨŊ支持įš„äŋå­˜æ•°æŽä¸ē文äģļįš„æ–šåŧã€‚ + +CSV 文äģļ将有两列 - *æ—ļ间 (date)*和*渊åēĻ (temperature)*。*æ—ļ间*åˆ—å°†å­˜å‚¨æœåŠĄå™¨æ”ļ到æļˆæ¯æ—ļįš„æ—Ĩ期和æ—ļ间īŧŒ*渊åēĻ*列存储éĨæĩ‹äŋĄæ¯ã€‚ + +1. 重复įŦŦ4č¯žįš„æ­ĨéĒ¤īŧŒåˆ›åģēæœåŠĄå™¨äģŖį äģĨčŽĸ阅éĨæĩ‹æ•°æŽã€‚äŊ ä¸éœ€čĻæˇģ加äģŖį æĨ发布å‘Ŋäģ¤ã€‚ + + å…ˇäŊ“æ­ĨéĒ¤īŧš + + * 配įŊŽåšļæŋ€æ´ģ一ä¸Ē Python č™šæ‹ŸįŽ¯åĸƒ + + * 厉čŖ… paho-mqtt pip 包 + + * įŧ–写äģŖį æĨį›‘åŦ发布在éĨæĩ‹ä¸ģéĸ˜ä¸Šįš„ MQTT æļˆæ¯ + + > ⚠ī¸ åĻ‚果需čĻįš„č¯äŊ å¯äģĨå‚č€ƒ [č¯žį¨‹ 4 中å…ŗäēŽåˆ›åģē Python åē”į”¨æĨæŽĨ受éĨæĩ‹æ•°æŽįš„č¯´æ˜Ž](../../../../1-getting-started/lessons/4-connect-internet/README.md#receive-telemetry-from-the-mqtt-broker)。 + + čŋ™ä¸Ē饚į›Žįš„æ–‡äģļ多名是 `temperature-sensor-server`。 + +1. įĄŽäŋ `client_name` 反映č¯Ĩ饚į›Žīŧš + + ```cpp + client_name = id + 'temperature_sensor_server' + ``` + +1. 在文äģļåŧ€å¤´īŧŒåˇ˛æœ‰å¯ŧå…Ĩįš„下斚īŧŒæˇģ加下列å¯ŧå…Ĩīŧš + + ```python + from os import path + import csv + from datetime import datetime + ``` + + čŋ™å°†äŧšå¯ŧå…Ĩ一ä¸Ēį”¨äēŽč¯ģ取文äģļįš„åē“īŧŒä¸€ä¸Ē与 CSV 文äģļäē¤äē’įš„åē“īŧŒå’Œä¸€ä¸Ēå…ŗäēŽæ—Ĩ期和æ—ļ间įš„åē“。 + +1. æˇģ加下éĸįš„äģŖį č‡ŗ `handle_telemetry` å‡Ŋ数前īŧš + + ```python + temperature_file_name = 'temperature.csv' + fieldnames = ['date', 'temperature'] + + if not path.exists(temperature_file_name): + with open(temperature_file_name, mode='w') as csv_file: + writer = csv.DictWriter(csv_file, fieldnames=fieldnames) + writer.writeheader() + ``` + + čŋ™æŽĩäģŖį åŖ°æ˜Žäē†ä¸€äē›į”¨äēŽå†™å…Ĩ文äģļįš„æ–‡äģļ名和 CSV 文äģļ列标éĸ˜åįš„常量。äŧ įģŸä¸ŠīŧŒCSV 文äģļįš„įŦŦä¸€čĄŒåŒ…åĢį”ąé€—åˇåˆ†éš”įš„列标éĸ˜ã€‚ + + į„ļ后äģŖį äŧšæŖ€æŸĨ CSV 文äģļ是åĻåˇ˛įģå­˜åœ¨ã€‚åĻ‚果不存在īŧŒåˆ™åœ¨įŦŦä¸€čĄŒåˆ›åģē列标éĸ˜ã€‚ + +1. æˇģ加下éĸįš„äģŖį č‡ŗ `handle_telemetry` å‡Ŋ数æœĢå°žīŧš + + ```python + with open(temperature_file_name, mode='a') as temperature_file: + temperature_writer = csv.DictWriter(temperature_file, fieldnames=fieldnames) + temperature_writer.writerow({'date' : datetime.now().astimezone().replace(microsecond=0).isoformat(), 'temperature' : payload['temperature']}) + ``` + + čŋ™æŽĩäģŖį äŧšæ‰“åŧ€ CSV 文äģļīŧŒį„ļ后在æœĢå°žæˇģ加一ä¸Ēæ–°čĄŒã€‚čŋ™ä¸€čĄŒäŧšåŒ…åĢåŊ“前įš„æ—Ĩ期和æ—ļ间īŧˆå¯é˜…č¯ģæ ŧåŧīŧ‰īŧŒį´§čˇŸį€äģŽį‰Šč”įŊ‘čŽžå¤‡ä¸­æŽĨæ”ļ到įš„渊åēĻ。æ—ļ间数捎将äģĨ [ISO 8601 format](https://wikipedia.org/wiki/ISO_8601) čŋ›čĄŒäŋå­˜īŧŒåŒ…åĢæ—ļåŒēīŧŒäŊ†æ˜¯ä¸åŒ…åĢæ¯Ģį§’。 + +1. äģĨ与䚋前į›¸åŒįš„æ–šåŧčŋčĄŒæ­¤äģŖį īŧŒįĄŽäŋäŊ įš„į‰Šč”įŊ‘čŽžå¤‡æ­Ŗ在发送数捎。一ä¸Ē名ä¸ē `temperature.csv` įš„ CSV 文äģļ将在同一文äģļ多中创åģē。åĻ‚æžœäŊ æŸĨįœ‹åŽƒīŧŒäŊ åē”č¯ĨčƒŊįœ‹åˆ°æ—Ĩ期/æ—ļ间和渊åēĻ数捎īŧš + + ```output + date,temperature + 2021-04-19T17:21:36-07:00,25 + 2021-04-19T17:31:36-07:00,24 + 2021-04-19T17:41:36-07:00,25 + ``` + +1. čŋčĄŒčŋ™æŽĩäģŖį ä¸€æŽĩæ—ļ间äģĨčŽˇå–æ•°æŽã€‚į†æƒŗ情å†ĩ下īŧŒäŊ åē”č¯ĨčŋčĄŒåŽƒä¸€æ•´å¤ŠæĨæ”ļ集čļŗ够įš„数捎į”¨äēŽ GDD įš„莥įŽ—。 + + > 💁 åĻ‚æžœäŊ æ­Ŗ在äŊŋį”¨č™šæ‹Ÿį‰Šč”įŊ‘čŽžå¤‡īŧŒé€‰æ‹Šéšæœēå¤é€‰æĄ†åšļ莞įŊŽä¸€ä¸ĒčŒƒå›´æĨéŋ免每æŦĄčŋ”回渊åēĻæ—ļéƒŊåž—åˆ°åŒæ ˇįš„å€ŧ。 + > ![Select the random checkbox and set a range](../../../../images/select-the-random-checkbox-and-set-a-range.png) + + > 💁 åĻ‚æžœäŊ æƒŗčŋčĄŒä¸€æ•´å¤ŠīŧŒé‚Ŗ䚈äŊ éœ€čĻįĄŽäŋį”¨äēŽæœåŠĄå™¨äģŖį čŋčĄŒįš„į”ĩ脑不äŧščŋ›å…Ĩäŧ‘įœ īŧŒäŊ å¯äģĨ攚变į”ĩæēčŽžįŊŽīŧŒæˆ–者čŋčĄŒ [čŋ™ä¸ĒäŋæŒįŗģįģŸæ´ģ衃įš„ Python 脚æœŦ](https://github.com/jaqsparow/keep-system-active)。 + +> 💁 äŊ å¯äģĨ在 [code-server/temperature-sensor-server](../code-server/temperature-sensor-server) 文äģļ多内扞到需čĻįš„äģŖį ã€‚ + +### äģģåŠĄ - äŊŋį”¨å­˜å‚¨įš„æ•°æŽčŽĄįŽ—å‡ē GDD + +一æ—ĻæœåŠĄå™¨é‡‡é›†äē†æ¸ŠåēĻ数捎īŧŒå°ąå¯äģĨ莥įŽ—å‡ē植į‰Šįš„ GDD。 + +手动操äŊœįš„æ­ĨéĒ¤æ˜¯īŧš + +1. 扞到č¯Ĩ植į‰Šįš„åŸēįĄ€æ¸ŠåēĻ。䞋åĻ‚īŧŒå¯šäēŽč‰čŽ“æĨč¯´īŧŒåŸēįĄ€æ¸ŠåēĻ是10℃ + +1. 栚捎 `temperature.csv`īŧŒæ‰žåˆ°ä¸€å¤Šä¸­įš„最äŊŽæ¸ŠåēĻ和最éĢ˜æ¸ŠåēĻ + +1. äŊŋį”¨äš‹å‰įģ™å‡ēįš„å…ŦåŧæĨ莥įŽ— GDD + +例åĻ‚īŧŒåĻ‚æžœčŋ™ä¸€å¤Šæœ€éĢ˜æ¸ŠåēĻ是 25°CīŧŒæœ€äŊŽæ¸ŠåēĻ是 12°Cīŧš + +![GDD = 25 + 12 除äģĨ 2īŧŒį„ļ后减åŽģ 10 垗到 8.5](../../../../images/gdd-calculation-strawberries.png) + +* 25 + 12 = 37 +* 37 / 2 = 18.5 +* 18.5 - 10 = 8.5 + +所äģĨč‰čŽ“čŽˇåž—äē† **8.5** GDDã€‚č‰čŽ“éœ€čĻå¤§æĻ‚ 250 GDD æĨįģ“æžœīŧŒįœ‹æĨčŋ˜åž—į­‰ä¸€äŧšå„ŋå‘ĸ。 + +--- + +## 🚀 挑战 + +植į‰Šįš„į”Ÿé•ŋīŧŒé™¤äē†įƒ­é‡äģĨ外īŧŒčŋ˜éœ€čĻäē›äģ€äšˆīŧŸ + +寚äēŽčŋ™äē›īŧˆå…ļ厃因į´ īŧ‰īŧŒå¯ģ扞是åĻ有可äģĨæĩ‹é‡åŽƒäģŦįš„äŧ æ„Ÿå™¨ã€‚é‚Ŗ䚈控åˆļ厃äģŦæ°´åšŗįš„æ‰§čĄŒå™¨å‘ĸīŧŸäŊ äŧšåĻ‚äŊ•æŠŠä¸€ä¸Ē或多ä¸Ēį‰Šč”įŊ‘čŽžå¤‡æ”žåœ¨ä¸€čĩˇīŧŒäģĨäŧ˜åŒ–植į‰Šįš„į”Ÿé•ŋīŧŸ + +## č¯žåŽæĩ‹éĒŒ + +[č¯žåŽæĩ‹éĒŒ](https://brave-island-0b7c7f50f.azurestaticapps.net/quiz/10) + +## 复䚠 & č‡Ēå­Ļ + +* 在 [Digital Agriculture Wikipedia page](https://wikipedia.org/wiki/Digital_agriculture) 上阅č¯ģ更多å…ŗäēŽæ•°å­—农业įš„įŸĨč¯†ã€‚åœ¨ [Precision Agriculture Wikipedia page](https://wikipedia.org/wiki/Precision_agriculture) 上阅č¯ģ更多å…ŗäēŽį˛žå‡†å†œä¸šįš„įŸĨč¯†ã€‚ +* 厌整įš„į”Ÿé•ŋåēĻæ—Ĩ莥įŽ—比čŋ™é‡Œįģ™å‡ēįš„įŽ€åŒ–莥įŽ—更复杂。在 [Growing Degree Day Wikipedia page](https://wikipedia.org/wiki/Growing_degree-day) 上æŸĨįœ‹æ›´å¤æ‚įš„æ–šį¨‹äģĨ及处į†äŊŽæ¸ŠæĄäģļįš„æ–šæŗ•ã€‚ +* åŗäŊŋ我äģŦäģį„ļäŊŋį”¨į›¸åŒįš„耕äŊœæ–šæŗ•īŧŒæœĒæĨįš„éŖŸį‰ŠäšŸå¯čƒŊ是į¨€įŧēįš„。在 [Hi-Tech Farms of Future video on YouTube](https://www.youtube.com/watch?v=KIEOuKD9KX8) 上äē†č§Ŗ更多éĢ˜į§‘技į§æ¤æ‰‹æŽĩ。 + +## äŊœä¸š + +[äŊŋį”¨ Jupyter Notebook čŋ›čĄŒ GDD 数捎įš„å¯č§†åŒ–](../assignment.md) \ No newline at end of file diff --git a/2-farm/translations/README.zh-cn.md b/2-farm/translations/README.zh-cn.md new file mode 100644 index 00000000..97389d75 --- /dev/null +++ b/2-farm/translations/README.zh-cn.md @@ -0,0 +1,20 @@ +# åē”į”¨į‰Šč”įŊ‘č‡ŗ农业 + +随į€äēēåŖåĸžåŠ īŧŒå¯šäēŽå†œä¸šįš„éœ€æą‚äšŸä¸€åšļåĸžåŠ ã€‚可į”¨įš„土地数量äŋæŒä¸å˜īŧŒäŊ†æ˜¯æ°”候却不断变化——čŋ™įģ™å†œæ°‘äģŦå¸ĻæĨäē†æ›´å¤šįš„挑战īŧŒå°¤å…ļ是é‚Ŗ20äēŋ䞝čĩ–äēŽäē˛č‡Ē耕į§äģĨå…ģæ´ģč‡Ēåˇąå’ŒåŽļåē­įš„[č‡Ēč€•å†œ](https://wikipedia.org/wiki/Subsistence_agriculture)。į‰Šč”įŊ‘可äģĨ帎劊农民äģŦ做å‡ē更加čĒ明įš„å†ŗ厚īŧŒæ¯”åĻ‚耕į§äŊ•į§äŊœį‰Šã€äŊ•æ—ļæ”ļ获īŧŒåšļ且帎劊äģ–äģŦåĸžäē§ã€å‡å°‘åŠŗ力、æŖ€æĩ‹å’Œå¤„į†åŽŗč™Ģ。 + +在čŋ™6čŠ‚č¯žį¨‹ä¸­äŊ å°†äŧšå­Ļåˆ°æ€Žæ ˇåē”į”¨į‰Šč”įŊ‘åŽģ攚čŋ›å’Œč‡Ē动化农业į”Ÿäē§ã€‚ + +> 💁 čŋ™äē›č¯žį¨‹å°†äŧšäŊŋį”¨ä¸€äē›äē‘įĢ¯čĩ„æēã€‚åĻ‚æžœäŊ æ˛Ąæœ‰åŽŒæˆčŋ™ä¸Ē饚į›Žįš„æ‰€æœ‰č¯žį¨‹īŧŒč¯ˇįĄŽäŋäŊ [清į†äŊ įš„饚į›Ž](../clean-up.md). + +## ä¸ģéĸ˜ + +1. [åē”į”¨į‰Šč”įŊ‘éĸ„æĩ‹æ¤į‰Šį”Ÿé•ŋ](lessons/1-predict-plant-growth/translations/README.zh-cn.md) +1. [æŖ€æĩ‹åœŸåŖ¤æšŋåēĻ](lessons/2-detect-soil-moisture/README.md) +1. [č‡Ē动įģ™æ¤į‰Šæĩ‡æ°´](lessons/3-automated-plant-watering/README.md) +1. [将äŊ įš„植į‰Ščŋį§ģ到äē‘įĢ¯](lessons/4-migrate-your-plant-to-the-cloud/README.md) +1. [将äŊ įš„åē”į”¨į¨‹åēé€ģ辑čŋį§ģ到äē‘įĢ¯](lessons/5-migrate-application-to-the-cloud/README.md) +1. [įĄŽäŋäŊ įš„植į‰ŠåŽ‰å…¨](lessons/6-keep-your-plant-secure/README.md) + +## äŊœč€… + +æ‰€æœ‰č¯žį¨‹å‡į”ą [Jim Bennett](https://GitHub.com/JimBobBennett) į”¨ â™Ĩī¸ įŧ–写。 From a23d8e9ca76e82a577dfc4b0fb04391bd5b621e9 Mon Sep 17 00:00:00 2001 From: emilyf11 <89915168+emilyf11@users.noreply.github.com> Date: Thu, 14 Oct 2021 10:40:01 -0500 Subject: [PATCH 16/26] change my to by in "Trigger fruit quality checking from a sensor" (#326) * Lesson 18 that to than - in Introduction * change my to by Co-authored-by: Jim Bennett --- 4-manufacturing/lessons/4-trigger-fruit-detector/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/4-manufacturing/lessons/4-trigger-fruit-detector/README.md b/4-manufacturing/lessons/4-trigger-fruit-detector/README.md index 51b0c3e8..c0d043ea 100644 --- a/4-manufacturing/lessons/4-trigger-fruit-detector/README.md +++ b/4-manufacturing/lessons/4-trigger-fruit-detector/README.md @@ -105,7 +105,7 @@ For the prototype, you will implement all of this on a single device. If you are ## Trigger fruit quality checking from a sensor -The IoT device needs some kind of trigger to indicate when fruit is ready to be classified. One trigger for this would be to measure when the fruit is at the right location on the conveyor belt my measuring the distance to a sensor. +The IoT device needs some kind of trigger to indicate when fruit is ready to be classified. One trigger for this would be to measure when the fruit is at the right location on the conveyor belt by measuring the distance to a sensor. ![Proximity sensors send laser beams to objects like bananas and time how long till the beam is bounced back](../../../images/proximity-sensor.png) From e23a162c226803e7568c7d54c1ad482b5aba79f6 Mon Sep 17 00:00:00 2001 From: Jim Bennett Date: Fri, 15 Oct 2021 08:19:34 -0700 Subject: [PATCH 17/26] Update TRANSLATIONS.md --- TRANSLATIONS.md | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/TRANSLATIONS.md b/TRANSLATIONS.md index 70171e2c..3f54b22f 100644 --- a/TRANSLATIONS.md +++ b/TRANSLATIONS.md @@ -19,6 +19,10 @@ where _[language]_ is a two letter language abbreviation following the ISO 639-1 > Important: when translating text in this repo, please ensure that you do not use machine translation. We will verify translations via the community, so please only volunteer for translations in languages where you are proficient. +## Links + +When translating, please update links to the translated files. If a file hasn't been translated, keep the link to the English version. As each file is in a `translations` folder, you will also need to update the link depth for hyperlinks and images. + ## Quizzes Add your translation to the quiz-app by adding a file here: https://github.com/microsoft/IoT-For-Beginners/tree/main/quiz-app/src/assets/translations. Please don't localize the words 'true' or 'false' however. thanks! From d58b9eaff117f8c22b490e2e129349eb9c85a069 Mon Sep 17 00:00:00 2001 From: emilyf11 <89915168+emilyf11@users.noreply.github.com> Date: Mon, 18 Oct 2021 13:51:30 -0500 Subject: [PATCH 18/26] know to known (#333) * Lesson 18 that to than - in Introduction * change my to by * know as to known as Co-authored-by: Jim Bennett --- 6-consumer/lessons/4-multiple-language-support/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/6-consumer/lessons/4-multiple-language-support/README.md b/6-consumer/lessons/4-multiple-language-support/README.md index bc0302b7..ee273f8a 100644 --- a/6-consumer/lessons/4-multiple-language-support/README.md +++ b/6-consumer/lessons/4-multiple-language-support/README.md @@ -42,7 +42,7 @@ Text translation has been a computer science problem that has been researched fo Text translation started out as a technology known as Machine Translation (MT), that can translate between different language pairs. MT works by substituting words in one language with another, adding techniques to select the correct ways of translating phrases or parts of sentences when a simple word-for-word translation doesn't make sense. -> 🎓 When translators support translating between one language and another, these are know as *language pairs*. Different tools support different language pairs, and these may not be complete. For example, a translator may support English to Spanish as a language pair, and Spanish to Italian as a language pair, but not English to Italian. +> 🎓 When translators support translating between one language and another, these are known as *language pairs*. Different tools support different language pairs, and these may not be complete. For example, a translator may support English to Spanish as a language pair, and Spanish to Italian as a language pair, but not English to Italian. For example, translating "Hello world" from English into French can be performed with a substitution - "Bonjour" for "Hello", and "le monde" for "world", leading to the correct translation of "Bonjour le monde". From 708f64aa6392e64d2a07e59e090b9e796e104826 Mon Sep 17 00:00:00 2001 From: Jiyeon Seo Date: Tue, 19 Oct 2021 03:53:01 +0900 Subject: [PATCH 19/26] fix a broken link (#331) Co-authored-by: USER Co-authored-by: Jim Bennett --- 6-consumer/lessons/2-language-understanding/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/6-consumer/lessons/2-language-understanding/README.md b/6-consumer/lessons/2-language-understanding/README.md index 0004c934..53be2c10 100644 --- a/6-consumer/lessons/2-language-understanding/README.md +++ b/6-consumer/lessons/2-language-understanding/README.md @@ -19,7 +19,7 @@ In this lesson you will learn about language understanding models, how to create In this lesson we'll cover: * [Language understanding](#language-understanding) -* [Create a language understanding model](create-a-language-understanding-model) +* [Create a language understanding model](#create-a-language-understanding-model) * [Intents and entities](#intents-and-entities) * [Use the language understanding model](#use-the-language-understanding-model) From 698e582d4779158db303cef78ff0c674110cf066 Mon Sep 17 00:00:00 2001 From: "Mohammad Iftekher (Iftu) Ebne Jalal" Date: Tue, 19 Oct 2021 00:54:46 +0600 Subject: [PATCH 20/26] Reflecting changes from English Version (#330) Co-authored-by: Jim Bennett --- translations/README.bn.md | 18 ++++++++++++------ 1 file changed, 12 insertions(+), 6 deletions(-) diff --git a/translations/README.bn.md b/translations/README.bn.md index 535547b4..3ce2f415 100644 --- a/translations/README.bn.md +++ b/translations/README.bn.md @@ -9,8 +9,10 @@ [![GitHub stars](https://img.shields.io/github/stars/microsoft/IoT-For-Beginners.svg?style=social&label=Star)](https://GitHub.com/microsoft/IoT-For-Beginners/stargazers/) [![English](https://img.shields.io/badge/-English-red)](../README.md) -[![Chinese](https://img.shields.io/badge/-Chinese-yellow)](README.zh-cn.md) -[![Turkish](https://img.shields.io/badge/-Turkish-darkgreen)](README.tr.md) +[![Chinese](https://img.shields.io/badge/-Chinese-yellow)](translations/README.zh-cn.md) +[![Turkish](https://img.shields.io/badge/-Turkish-darkgreen)](translations/README.tr.md) +[![French](https://img.shields.io/badge/-French-purple)](translations/README.fr.md) + # āĻŦāĻŋāĻ—āĻŋāĻ¨āĻžāĻ°āĻĻā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻ†āĻ‡āĻ“āĻŸāĻŋ - āĻāĻ•āĻŸāĻŋ āĻ¸ā§āĻŦāĻŋāĻ¨ā§āĻ¯āĻ¸ā§āĻ¤ āĻĒāĻžāĻ ā§āĻ¯āĻ•ā§āĻ°āĻŽ @@ -24,7 +26,7 @@ **āĻšā§ƒāĻĻā§Ÿā§‡āĻ° āĻ…āĻ¨ā§āĻ¤āĻƒāĻ¸ā§āĻĨāĻ˛ āĻĨā§‡āĻ•ā§‡ āĻ•ā§ƒāĻ¤āĻœā§āĻžāĻ¤āĻž āĻœāĻžāĻ¨āĻžāĻ‡ āĻāĻ‡ āĻ•ā§‹āĻ°ā§āĻ¸ā§‡āĻ° āĻ°āĻšā§ŸāĻŋāĻ¤āĻž [Jen Fox](https://github.com/jenfoxbot), [Jen Looper](https://github.com/jlooper), [Jim Bennett](https://github.com/jimbobbennett) āĻāĻŦāĻ‚ āĻ¸ā§āĻ•ā§‡āĻšāĻ¨ā§‹āĻŸ āĻļāĻŋāĻ˛ā§āĻĒā§€ [Nitya Narasimhan](https://github.com/nitya)āĻ•ā§‡ āĨ¤** -**āĻ§āĻ¨ā§āĻ¯āĻŦāĻžāĻĻ āĻœāĻžāĻ¨āĻžāĻ¤ā§‡ āĻšāĻžāĻ‡ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ¸ā§‡āĻ¸āĻ•āĻ˛ [Microsoft Learn Student Ambassadors](https://studentambassadors.microsoft.com?WT.mc_id=academic-17441-jabenn)āĻĻā§‡āĻ°, āĻ¯āĻžāĻ°āĻž āĻāĻ‡ āĻ•āĻžāĻ°āĻŋāĻ•ā§āĻ¯ā§āĻ˛āĻžāĻŽāĻŸāĻŋ āĻ°āĻŋāĻ­āĻŋāĻ‰ āĻāĻŦāĻ‚ āĻ…āĻ¨ā§āĻŦāĻžāĻĻā§‡ āĻ•āĻžāĻœ āĻ•āĻ°ā§‡āĻ›ā§‡ - [Aditya Garg](https://github.com/AdityaGarg00),[Anurag Sharma](https://github.com/Anurag-0-1-A), [Arpita Das](https://github.com/Arpiiitaaa), [Aryan Jain](https://www.linkedin.com/in/aryan-jain-47a4a1145/), [Bhavesh Suneja](https://github.com/EliteWarrior315),[Faith Hunja](https://faithhunja.github.io/), [Lateefah Bello](https://www.linkedin.com/in/lateefah-bello/), [Manvi Jha](https://github.com/Severus-Matthew), [Mireille Tan](https://www.linkedin.com/in/mireille-tan-a4834819a/), [Mohammad Iftekher (Iftu) Ebne Jalal](https://github.com/Iftu119), [Priyanshu Srivastav](https://www.linkedin.com/in/priyanshu-srivastav-b067241ba), [Thanmai Gowducheruvu](https://github.com/innovation-platform), āĻāĻŦāĻ‚ [Zina Kamel](https://www.linkedin.com/in/zina-kamel/).** +**āĻ§āĻ¨ā§āĻ¯āĻŦāĻžāĻĻ āĻœāĻžāĻ¨āĻžāĻ¤ā§‡ āĻšāĻžāĻ‡ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ¸ā§‡āĻ¸āĻ•āĻ˛ [Microsoft Learn Student Ambassadors](https://studentambassadors.microsoft.com?WT.mc_id=academic-17441-jabenn)āĻĻā§‡āĻ°, āĻ¯āĻžāĻ°āĻž āĻāĻ‡ āĻ•āĻžāĻ°āĻŋāĻ•ā§āĻ¯ā§āĻ˛āĻžāĻŽāĻŸāĻŋ āĻ°āĻŋāĻ­āĻŋāĻ‰ āĻāĻŦāĻ‚ āĻ…āĻ¨ā§āĻŦāĻžāĻĻā§‡ āĻ•āĻžāĻœ āĻ•āĻ°ā§‡āĻ›ā§‡ - [Aditya Garg](https://github.com/AdityaGarg00),[Anurag Sharma](https://github.com/Anurag-0-1-A), [Arpita Das](https://github.com/Arpiiitaaa), [Aryan Jain](https://www.linkedin.com/in/aryan-jain-47a4a1145/), [Bhavesh Suneja](https://github.com/EliteWarrior315),[Faith Hunja](https://faithhunja.github.io/), [Lateefah Bello](https://www.linkedin.com/in/lateefah-bello/), [Manvi Jha](https://github.com/Severus-Matthew), [Mireille Tan](https://www.linkedin.com/in/mireille-tan-a4834819a/), [Mohammad Iftekher (Iftu) Ebne Jalal](https://github.com/Iftu119),[Mohammad Zulfikar](https://github.com/mohzulfikar), [Priyanshu Srivastav](https://www.linkedin.com/in/priyanshu-srivastav-b067241ba), [Thanmai Gowducheruvu](https://github.com/innovation-platform), āĻāĻŦāĻ‚ [Zina Kamel](https://www.linkedin.com/in/zina-kamel/).** āĻĒā§āĻ°ā§‹ āĻŸā§€āĻŽā§‡āĻ° āĻ¸āĻžāĻĨā§‡ āĻĒāĻ°āĻŋāĻšāĻŋāĻ¤ āĻšāĻ“ā§ŸāĻž āĻ¯āĻžāĻ• ! @@ -89,9 +91,9 @@ | 12 | [āĻĒāĻ°āĻŋāĻŦāĻšāĻ¨](../3-transport) | āĻ˛ā§‹āĻ•ā§‡āĻļāĻ¨ āĻĄā§‡āĻŸāĻž āĻ¸āĻ‚āĻ°āĻ•ā§āĻˇāĻŖ | āĻĒāĻ°āĻŦāĻ°ā§āĻ¤ā§€ āĻ¸āĻŽā§Ÿā§‡ āĻŦāĻŋāĻļā§āĻ˛ā§‡āĻˇāĻŖ āĻŦāĻž āĻšāĻŋāĻ¤ā§āĻ°āĻ­āĻŋāĻ¤ā§āĻ¤āĻŋāĻ• āĻĄā§‡āĻŸāĻž āĻĒā§āĻ°āĻĻāĻ°ā§āĻļāĻ¨ (Visualization) āĻāĻ° āĻœāĻ¨ā§āĻ¯ āĻ†āĻ‡āĻ“āĻŸāĻŋ āĻĄā§‡āĻŸāĻž āĻ•ā§€āĻ­āĻžāĻŦā§‡ āĻ¸ā§āĻŸā§‹āĻ° āĻ•āĻ°āĻž āĻ¯āĻžā§Ÿ āĻ¤āĻž āĻœāĻžāĻ¨āĻž | [āĻ˛ā§‹āĻ•ā§‡āĻļāĻ¨ āĻĄā§‡āĻŸāĻž āĻ¸āĻ‚āĻ°āĻ•ā§āĻˇāĻŖ](../3-transport/lessons/2-store-location-data/translations/README.bn.md) | | 13 | [āĻĒāĻ°āĻŋāĻŦāĻšāĻ¨](../3-transport) | āĻ˛ā§‹āĻ•ā§‡āĻļāĻ¨ āĻĄā§‡āĻŸāĻž āĻĒā§āĻ°āĻĻāĻ°ā§āĻļāĻ¨ |āĻŽāĻžāĻ¨āĻšāĻŋāĻ¤ā§āĻ°ā§‡ āĻ…āĻŦāĻ¸ā§āĻĨāĻžāĻ¨ā§‡āĻ° āĻĄā§‡āĻŸāĻž āĻĒā§āĻ°āĻĻāĻ°ā§āĻļāĻ¨ āĻ•āĻ°āĻž āĻāĻŦāĻ‚ āĻŽāĻžāĻ¨āĻšāĻŋāĻ¤ā§āĻ°āĻ—ā§āĻ˛āĻŋ āĻ•ā§€āĻ­āĻžāĻŦā§‡ ā§¨āĻŸāĻŋ āĻŽāĻžāĻ¤ā§āĻ°āĻžāĻ¯āĻŧ āĻŦāĻžāĻ¸ā§āĻ¤āĻŦ āĻ¤ā§āĻ°āĻŋāĻŽāĻžāĻ¤ā§āĻ°āĻŋāĻ• āĻŦāĻŋāĻļā§āĻŦā§‡āĻ° āĻ‰āĻĒāĻ¸ā§āĻĨāĻžāĻĒāĻ¨ āĻ•āĻ°ā§‡ āĻ¸ā§‡ āĻ¸āĻŽā§āĻĒāĻ°ā§āĻ•ā§‡ āĻœā§āĻžāĻžāĻ¨ āĻ…āĻ°ā§āĻœāĻ¨ | [āĻ˛ā§‹āĻ•ā§‡āĻļāĻ¨ āĻĄā§‡āĻŸāĻž āĻĒā§āĻ°āĻĻāĻ°ā§āĻļāĻ¨](../3-transport/lessons/3-visualize-location-data/translations/README.bn.md) | | 14 | [āĻĒāĻ°āĻŋāĻŦāĻšāĻ¨](../3-transport) | Geofences | Geofences āĻ¸āĻŽā§āĻĒāĻ°ā§āĻ•ā§‡ āĻœāĻžāĻ¨āĻž āĻāĻŦāĻ‚ āĻ•ā§€āĻ­āĻžāĻŦā§‡ āĻāĻŸāĻŋ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ¸āĻžāĻĒā§āĻ˛āĻžāĻ‡ āĻšā§‡āĻ‡āĻ¨ā§‡āĻ° āĻŦāĻŋāĻ­āĻŋāĻ¨ā§āĻ¨ āĻĒāĻ°ā§āĻ¯āĻžā§Ÿā§‡āĻ° āĻŦāĻžāĻšāĻ¨āĻ—ā§āĻ˛ā§‹ āĻ¯āĻ–āĻ¨ āĻ—āĻ¨ā§āĻ¤āĻŦā§āĻ¯ā§‡āĻ° āĻ•āĻžāĻ›āĻžāĻ•āĻžāĻ›āĻŋ āĻĒā§ŒāĻāĻ›āĻžā§Ÿ āĻ¤āĻ–āĻ¨ āĻāĻ˛āĻžāĻ°ā§āĻŸ āĻĻā§‡ā§ŸāĻž āĻ¯āĻžā§Ÿ āĻ¤āĻž āĻļā§‡āĻ–āĻž | [Geofences](../3-transport/lessons/4-geofences/README.md) | -| 15 | [āĻ‰ā§ŽāĻĒāĻžāĻĻāĻ¨](../4-manufacturing) | Train a fruit quality detector | āĻ•ā§āĻ˛āĻžāĻ‰āĻĄā§‡āĻ° āĻ›āĻŦāĻŋ āĻļā§āĻ°ā§‡āĻŖāĻŋāĻŦāĻĻā§āĻ§āĻ•āĻ°āĻŖ āĻŽāĻĄā§‡āĻ˛āĻ•ā§‡ (Image Classifier) āĻĢāĻ˛ā§‡āĻ° āĻŽāĻžāĻ¨ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤ āĻ•āĻ°āĻ¤ā§‡ āĻ•ā§€āĻ­āĻžāĻŦā§‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŋāĻ¤ āĻ•āĻ°āĻ¤ā§‡ āĻšāĻŦā§‡ āĻ¸ā§‡ āĻ¸āĻŽā§āĻĒāĻ°ā§āĻ•ā§‡ āĻœāĻžāĻ¨āĻž | [Train a fruit quality detector](../4-manufacturing/lessons/1-train-fruit-detector/README.md) | +| 15 | [āĻ‰ā§ŽāĻĒāĻžāĻĻāĻ¨](../4-manufacturing) | āĻ–āĻžāĻĻā§āĻ¯āĻĒāĻŖā§āĻ¯ā§‡āĻ° āĻ—ā§āĻŖāĻŽāĻžāĻ¨ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤āĻ•āĻžāĻ°ā§€ āĻŽāĻĄā§‡āĻ˛āĻ•ā§‡ āĻŸā§āĻ°ā§‡āĻ¨āĻŋāĻ‚ āĻĒā§āĻ°āĻĻāĻžāĻ¨ | āĻ•ā§āĻ˛āĻžāĻ‰āĻĄā§‡āĻ° āĻ›āĻŦāĻŋ āĻļā§āĻ°ā§‡āĻŖāĻŋāĻŦāĻĻā§āĻ§āĻ•āĻ°āĻŖ āĻŽāĻĄā§‡āĻ˛āĻ•ā§‡ (Image Classifier) āĻĢāĻ˛ā§‡āĻ° āĻŽāĻžāĻ¨ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤ āĻ•āĻ°āĻ¤ā§‡ āĻ•ā§€āĻ­āĻžāĻŦā§‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŋāĻ¤ āĻ•āĻ°āĻ¤ā§‡ āĻšāĻŦā§‡ āĻ¸ā§‡ āĻ¸āĻŽā§āĻĒāĻ°ā§āĻ•ā§‡ āĻœāĻžāĻ¨āĻž | [āĻ–āĻžāĻĻā§āĻ¯āĻĒāĻŖā§āĻ¯ā§‡āĻ° āĻ—ā§āĻŖāĻŽāĻžāĻ¨ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤āĻ•āĻžāĻ°ā§€ āĻŽāĻĄā§‡āĻ˛āĻ•ā§‡ āĻŸā§āĻ°ā§‡āĻ¨āĻŋāĻ‚ āĻĒā§āĻ°āĻĻāĻžāĻ¨](../4-manufacturing/lessons/1-train-fruit-detector/translations/README.bn.md) | | 16 | [āĻ‰ā§ŽāĻĒāĻžāĻĻāĻ¨](../4-manufacturing) | Check fruit quality from an IoT device | āĻ†āĻ‡āĻ“āĻŸāĻŋ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡ āĻĢāĻ˛ā§‡āĻ° āĻ—ā§āĻŖāĻ—āĻ¤ āĻŽāĻžāĻ¨ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤āĻ•āĻžāĻ°ā§€ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° | [Check fruit quality from an IoT device](../4-manufacturing/lessons/2-check-fruit-from-device/README.md) | -| 17 | [āĻ‰ā§ŽāĻĒāĻžāĻĻāĻ¨](../4-manufacturing) | Run your fruit detector on the edge | āĻĢāĻ˛ā§‡āĻ° āĻ—ā§āĻŖāĻ—āĻ¤ āĻŽāĻžāĻ¨ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤āĻ•āĻžāĻ°ā§€āĻ•ā§‡ Edge āĻšāĻŋāĻ¸ā§‡āĻŦā§‡ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° | [Run your fruit detector on the edge](../4-manufacturing/lessons/3-run-fruit-detector-edge/README.md) | +| 17 | [āĻ‰ā§ŽāĻĒāĻžāĻĻāĻ¨](../4-manufacturing) | Edge āĻ Fruit Detector āĻĒāĻ°āĻŋāĻšāĻžāĻ˛āĻ¨āĻž āĻ•āĻ°āĻž | āĻĢāĻ˛ā§‡āĻ° āĻ—ā§āĻŖāĻ—āĻ¤ āĻŽāĻžāĻ¨ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤āĻ•āĻžāĻ°ā§€āĻ•ā§‡ Edge āĻšāĻŋāĻ¸ā§‡āĻŦā§‡ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° | [Edge āĻ Fruit Detector āĻĒāĻ°āĻŋāĻšāĻžāĻ˛āĻ¨āĻž āĻ•āĻ°āĻž](../4-manufacturing/lessons/3-run-fruit-detector-edge/translations/README.bn.md) | | 18 | [āĻ‰ā§ŽāĻĒāĻžāĻĻāĻ¨](../4-manufacturing) | Trigger fruit quality detection from a sensor | āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ° āĻĨā§‡āĻ•ā§‡ āĻĢāĻ˛ā§‡āĻ° āĻ—ā§āĻŖāĻžāĻ—ā§āĻŖ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤āĻ•āĻ°āĻŖ āĻ¨āĻŋā§ŸāĻ¨ā§āĻ¤ā§āĻ°āĻŖ āĻ•āĻ°āĻž āĻļā§‡āĻ–āĻž| [Trigger fruit quality detection from a sensor](../4-manufacturing/lessons/4-trigger-fruit-detector/README.md) | | 19 | [āĻ–ā§āĻšāĻ°āĻžāĻĒāĻ°ā§āĻ¯āĻžā§Ÿ](../5-retail) | Train a stock detector | āĻ•ā§‹āĻ¨āĻ“ āĻĻā§‹āĻ•āĻžāĻ¨ā§‡ āĻ¸ā§āĻŸāĻ• āĻ—āĻŖāĻ¨āĻž āĻ•āĻ°āĻ¤ā§‡ āĻ¸ā§āĻŸāĻ• āĻĄāĻŋāĻŸā§‡āĻ•ā§āĻŸāĻ°āĻ•ā§‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĻā§‡āĻ“āĻ¯āĻŧāĻžāĻ° āĻœāĻ¨ā§āĻ¯ āĻ•ā§€āĻ­āĻžāĻŦā§‡ āĻ…āĻŦāĻœā§‡āĻ•ā§āĻŸ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤āĻ•āĻ°āĻŖ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻž āĻ¯āĻžāĻ¯āĻŧ āĻ¤āĻž āĻļā§‡āĻ–āĻž | [Train a stock detector](../5-retail/lessons/1-train-stock-detector/README.md) | | 20 | [āĻ–ā§āĻšāĻ°āĻžāĻĒāĻ°ā§āĻ¯āĻžā§Ÿ](../5-retail) | Check stock from an IoT device | āĻ•ā§‹āĻ¨ āĻ…āĻŦāĻœā§‡āĻ•ā§āĻŸ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤āĻ•āĻ°āĻŖ āĻŽāĻĄā§‡āĻ˛ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ†āĻ‡āĻ“āĻŸāĻŋ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨā§‡āĻ•ā§‡ āĻ¸ā§āĻŸāĻ• āĻĒāĻ°ā§āĻ¯āĻŦā§‡āĻ•ā§āĻˇāĻŖ āĻ•āĻ°āĻž āĻļā§‡āĻ–āĻž | [Check stock from an IoT device](../5-retail/lessons/2-check-stock-device/README.md) | @@ -112,10 +114,13 @@ npm i npm run convert ``` +### āĻ¸ā§āĻ˛āĻžāĻ‡āĻĄ + +āĻ•āĻŋāĻ›ā§ āĻ•āĻŋāĻ›ā§ āĻ˛ā§‡āĻ¸āĻ¨ā§‡āĻ° āĻ¸ā§āĻ˛āĻžāĻ‡āĻĄ āĻĄā§‡āĻ•, āĻāĻ–āĻžāĻ¨ā§‡ [slides](./slides) āĻĢā§‹āĻ˛ā§āĻĄāĻžāĻ°ā§‡ āĻ°ā§Ÿā§‡āĻ›ā§‡āĨ¤ ## āĻ¸āĻžāĻšāĻžāĻ¯ā§āĻ¯ āĻĒā§āĻ°ā§Ÿā§‹āĻœāĻ¨! -āĻ…āĻ¨ā§āĻŦāĻžāĻĻā§‡āĻ° āĻ•āĻžāĻœ āĻ•āĻ°ā§‡ āĻāĻ‡ āĻ•āĻžāĻ°āĻŋāĻ•ā§āĻ¯ā§āĻ˛āĻžāĻŽā§‡ āĻ…āĻŦāĻĻāĻžāĻ¨ āĻ•āĻ°āĻ¤ā§‡ āĻšāĻžāĻ¨? āĻ¤āĻžāĻšāĻ˛ā§‡ āĻ…āĻ¨ā§āĻ—ā§āĻ°āĻš āĻ•āĻ°ā§‡ āĻ†āĻŽāĻžāĻĻā§‡āĻ° [āĻ…āĻ¨ā§āĻŦāĻžāĻĻ āĻ—āĻžāĻ‡āĻĄāĻ˛āĻžāĻ‡āĻ¨](translations/TRANSLATIONS.bn.md) āĻĒā§œā§‡ , āĻ¯ā§‡āĻ•ā§‹āĻ¨ āĻāĻ•āĻŸāĻŋ [Translation Issue](https://github.com/microsoft/IoT-For-Beginners/issues?q=is%3Aissue+is%3Aopen+label%3Atranslation) āĻ āĻ‡āĻ¨āĻĒā§āĻŸ āĻĻā§‡ā§ŸāĻžāĻ° āĻ…āĻ¨ā§āĻ°ā§‹āĻ§ āĻ•āĻ°āĻž āĻšāĻ˛ā§‹āĨ¤ āĻ¯āĻĻāĻŋ āĻ•ā§‹āĻ¨ āĻ¨āĻ¤ā§āĻ¨ āĻ­āĻžāĻˇāĻžāĻ¯āĻŧ āĻ…āĻ¨ā§āĻŦāĻžāĻĻ āĻ•āĻ°āĻ¤ā§‡ āĻ•ā§‡āĻ‰ āĻ†āĻ—ā§āĻ°āĻšā§€ āĻšā§Ÿ, āĻ¤āĻŦā§‡ āĻŸā§āĻ°ā§āĻ¯āĻžāĻ•āĻŋāĻ‚āĻ¯āĻŧā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻĻāĻ¯āĻŧāĻž āĻ•āĻ°ā§‡ āĻāĻ•āĻŸāĻŋ āĻ¨āĻ¤ā§āĻ¨ Issue āĻ¸āĻžāĻŦāĻŽāĻŋāĻŸ āĻ•āĻ°āĻ¤ā§‡ āĻšāĻŦā§‡āĨ¤ +āĻ…āĻ¨ā§āĻŦāĻžāĻĻā§‡āĻ° āĻ•āĻžāĻœ āĻ•āĻ°ā§‡ āĻāĻ‡ āĻ•āĻžāĻ°āĻŋāĻ•ā§āĻ¯ā§āĻ˛āĻžāĻŽā§‡ āĻ…āĻŦāĻĻāĻžāĻ¨ āĻ•āĻ°āĻ¤ā§‡ āĻšāĻžāĻ¨? āĻ¤āĻžāĻšāĻ˛ā§‡ āĻ…āĻ¨ā§āĻ—ā§āĻ°āĻš āĻ•āĻ°ā§‡ āĻ†āĻŽāĻžāĻĻā§‡āĻ° [āĻ…āĻ¨ā§āĻŦāĻžāĻĻ āĻ—āĻžāĻ‡āĻĄāĻ˛āĻžāĻ‡āĻ¨](TRANSLATIONS.md) āĻĒā§œā§‡ , āĻ¯ā§‡āĻ•ā§‹āĻ¨ āĻāĻ•āĻŸāĻŋ [Translation Issue](https://github.com/microsoft/IoT-For-Beginners/issues?q=is%3Aissue+is%3Aopen+label%3Atranslation) āĻ āĻ‡āĻ¨āĻĒā§āĻŸ āĻĻā§‡ā§ŸāĻžāĻ° āĻ…āĻ¨ā§āĻ°ā§‹āĻ§ āĻ•āĻ°āĻž āĻšāĻ˛ā§‹āĨ¤ āĻ¯āĻĻāĻŋ āĻ•ā§‹āĻ¨ āĻ¨āĻ¤ā§āĻ¨ āĻ­āĻžāĻˇāĻžāĻ¯āĻŧ āĻ…āĻ¨ā§āĻŦāĻžāĻĻ āĻ•āĻ°āĻ¤ā§‡ āĻ•ā§‡āĻ‰ āĻ†āĻ—ā§āĻ°āĻšā§€ āĻšā§Ÿ, āĻ¤āĻŦā§‡ āĻŸā§āĻ°ā§āĻ¯āĻžāĻ•āĻŋāĻ‚āĻ¯āĻŧā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻĻāĻ¯āĻŧāĻž āĻ•āĻ°ā§‡ āĻāĻ•āĻŸāĻŋ āĻ¨āĻ¤ā§āĻ¨ Issue āĻ¸āĻžāĻŦāĻŽāĻŋāĻŸ āĻ•āĻ°āĻ¤ā§‡ āĻšāĻŦā§‡āĨ¤ ## āĻ…āĻ¨ā§āĻ¯ āĻĒāĻžāĻ ā§āĻ¯āĻ•ā§āĻ°āĻŽ āĻ¸āĻŽā§‚āĻš @@ -123,6 +128,7 @@ npm run convert - [Web Dev for Beginners](https://aka.ms/webdev-beginners) - [ML for Beginners](https://aka.ms/ml-beginners) +- [Data Science for Beginners](https://aka.ms/datascience-beginners) ## āĻšāĻŋāĻ¤ā§āĻ°ā§‡āĻ° Attributions From af65af95b217697c2aae1fddb2d3ec77f723bc38 Mon Sep 17 00:00:00 2001 From: Mirza Nihal Baig <53098259+nihalbaig0@users.noreply.github.com> Date: Tue, 19 Oct 2021 21:19:20 +0600 Subject: [PATCH 21/26] [BN Translation] Check Fruit from Device (#332) * [BN Translation] Check Fruit from Device * deleted dummy.md * check fruit from device changed based on review * removed the english sentence that was translated Co-authored-by: Jim Bennett --- .../translations/.dummy.md | 9 - .../translations/README.bn.md | 208 ++++++++++++++++++ 2 files changed, 208 insertions(+), 9 deletions(-) delete mode 100644 4-manufacturing/lessons/2-check-fruit-from-device/translations/.dummy.md create mode 100644 4-manufacturing/lessons/2-check-fruit-from-device/translations/README.bn.md diff --git a/4-manufacturing/lessons/2-check-fruit-from-device/translations/.dummy.md b/4-manufacturing/lessons/2-check-fruit-from-device/translations/.dummy.md deleted file mode 100644 index 6e7db247..00000000 --- a/4-manufacturing/lessons/2-check-fruit-from-device/translations/.dummy.md +++ /dev/null @@ -1,9 +0,0 @@ -# Dummy File - -This file acts as a placeholder for the `translations` folder.
-**Please remove this file after adding the first translation** - -For the instructions, follow the directives in the [translations guide](https://github.com/microsoft/IoT-For-Beginners/blob/main/TRANSLATIONS.md) . - -## THANK YOU -We truly appreciate your efforts! diff --git a/4-manufacturing/lessons/2-check-fruit-from-device/translations/README.bn.md b/4-manufacturing/lessons/2-check-fruit-from-device/translations/README.bn.md new file mode 100644 index 00000000..bfa11bdf --- /dev/null +++ b/4-manufacturing/lessons/2-check-fruit-from-device/translations/README.bn.md @@ -0,0 +1,208 @@ +# IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻĢāĻ˛ āĻāĻ° āĻŽāĻžāĻ¨ āĻ¯āĻžāĻšāĻžāĻ‡ + +![A sketchnote overview of this lesson](../../../../sketchnotes/lesson-16.jpg) + +> āĻ¸ā§āĻ•ā§‡āĻšāĻ¨ā§‹āĻŸāĻŸāĻŋ āĻ¤ā§ˆāĻ°ā§€ āĻ•āĻ°ā§‡āĻ›ā§‡āĻ¨ [Nitya Narasimhan](https://github.com/nitya)āĨ¤ āĻŦā§œ āĻ¸āĻ‚āĻ¸ā§āĻ•āĻ°āĻŖā§‡ āĻĻā§‡āĻ–āĻžāĻ° āĻœāĻ¨ā§āĻ¯ āĻ›āĻŦāĻŋāĻŸāĻŋāĻ¤ā§‡ āĻ•ā§āĻ˛āĻŋāĻ• āĻ•āĻ°āĻ¤ā§‡ āĻšāĻŦā§‡āĨ¤ + +## āĻ˛ā§‡āĻ•āĻšāĻžāĻ°-āĻĒā§‚āĻ°ā§āĻŦāĻŦāĻ°ā§āĻ¤ā§€ āĻ•ā§āĻ‡āĻœ + +[āĻ˛ā§‡āĻ•āĻšāĻžāĻ°-āĻĒā§‚āĻ°ā§āĻŦāĻŦāĻ°ā§āĻ¤ā§€ āĻ•ā§āĻ‡āĻœ](https://brave-island-0b7c7f50f.azurestaticapps.net/quiz/31) + +## āĻ¸ā§‚āĻšāĻ¨āĻž + +āĻĒā§‚āĻ°ā§āĻŦāĻŦāĻ°ā§āĻ¤ā§€ āĻ˛ā§‡āĻ¸āĻ¨ āĻ āĻ†āĻŽāĻ°āĻž āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ° āĻ¨āĻŋā§Ÿā§‡ āĻœāĻžāĻ¨āĻ˛āĻžāĻŽ, āĻāĻŦāĻ‚ āĻ•āĻŋāĻ­āĻžāĻŦā§‡ āĻ¤āĻžāĻĻā§‡āĻ° train āĻ•āĻ°āĻž āĻ¯āĻžā§Ÿ āĻ­āĻžāĻ˛ āĻāĻŦāĻ‚ āĻ–āĻžāĻ°āĻžāĻĒ āĻĢāĻ˛ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯āĨ¤ āĻāĻ‡ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ° āĻŸāĻžāĻ•ā§‡ IoT āĻāĻĒā§āĻ˛āĻŋāĻ•ā§‡āĻļāĻ¨ āĻ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻ†āĻŽāĻžāĻĻā§‡āĻ°āĻ•ā§‡ āĻ•ā§‹āĻ¨ā§‹ āĻ§āĻ°āĻ¨ā§‡āĻ° āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻĻāĻŋā§Ÿā§‡ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻšāĻŦā§‡ āĻāĻŦāĻ‚ āĻāĻ‡ āĻ‡āĻŽā§‡āĻœ āĻŸāĻžāĻ•ā§‡ āĻ•ā§āĻ˛āĻžāĻ‰āĻĄ āĻ āĻĒāĻžāĻ āĻžāĻ¤ā§‡ āĻšāĻŦā§‡āĨ¤ + + +āĻāĻ‡ āĻ˛ā§‡āĻ¸āĻ¨ āĻ āĻ†āĻŽāĻ°āĻž āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ° āĻ¨āĻŋā§Ÿā§‡ āĻœāĻžāĻ¨āĻŦā§‹ , āĻāĻŦāĻ‚ āĻ•āĻŋāĻ­āĻžāĻŦā§‡ āĻāĻ—ā§āĻ˛ā§‹āĻ•ā§‡ IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻāĻ° āĻ¸āĻžāĻĨā§‡ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻšā§ŸāĨ¤ āĻ†āĻŽāĻ°āĻž āĻ†āĻ°ā§‹ āĻœāĻžāĻ¨āĻŦā§‹ āĻ•āĻŋāĻ­āĻžāĻŦā§‡ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ°āĻŸāĻžāĻ•ā§‡ IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨā§‡āĻ•ā§‡ āĻ•āĻ˛ āĻ•āĻ°āĻ¤ā§‡ āĻšā§ŸāĨ¤ + +āĻāĻ‡ āĻ˛ā§‡āĻ¸āĻ¨ āĻ āĻ†āĻŽāĻ°āĻž āĻ•āĻ­āĻžāĻ° āĻ•āĻ°āĻŦā§‹āĻƒ + +* [āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ°](#āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž-āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ°) +* [IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻāĻ•āĻŸāĻŋ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻ•āĻ°āĻž](#IoT-āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸-āĻŦā§āĻ¯āĻžāĻŦāĻšāĻžāĻ°-āĻ•āĻ°ā§‡-āĻāĻ•āĻŸāĻŋ-āĻ‡āĻŽā§‡āĻœ-āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ°-āĻ•āĻ°āĻž) +* [āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ° āĻĒāĻžāĻŦāĻ˛āĻŋāĻļ āĻ•āĻ°āĻŋ](#āĻ†āĻŽāĻžāĻĻā§‡āĻ°-āĻ‡āĻŽā§‡āĻœ-āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ°-āĻĒāĻžāĻŦāĻ˛āĻŋāĻļ-āĻ•āĻ°āĻŋ) +* [IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨā§‡āĻ•ā§‡ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ‡ āĻ•āĻ°āĻž](#IoT-āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸-āĻĨā§‡āĻ•ā§‡-āĻ‡āĻŽā§‡āĻœ-āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ‡-āĻ•āĻ°āĻž) +* [Model āĻ‰āĻ¨ā§āĻ¨āĻ¤ āĻ•āĻ°āĻž](#Model-āĻ‰āĻ¨ā§āĻ¨āĻ¤-āĻ•āĻ°āĻž) + + + +## āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ° + +āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ°, āĻ¤āĻžāĻ° āĻ¨āĻžāĻŽā§‡āĻ° āĻŽāĻ¤āĻ‡ āĻāĻŽāĻ¨ āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻ¯āĻž IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻāĻ° āĻ¸āĻžāĻĨā§‡ āĻ•āĻžāĻ¨ā§‡āĻ•ā§āĻŸ āĻ•āĻ°āĻž āĻ¯āĻžā§ŸāĨ¤ āĻāĻ—ā§āĻ˛ā§‹ āĻ¸ā§āĻĨāĻŋāĻ°āĻšāĻŋāĻ¤ā§āĻ° āĻ…āĻĨāĻŦāĻž āĻ¸ā§āĻŸā§āĻ°āĻŋāĻŽāĻŋāĻ‚ āĻ­āĻŋāĻĄāĻŋāĻ“ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡, āĻ•āĻŋāĻ›ā§ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻ—ā§āĻ˛ā§‹ āĻŽā§‚āĻ˛ āĻ‡āĻŽā§‡āĻœ āĻĄāĻžāĻŸāĻž āĻĢā§‡āĻ°āĻ¤ āĻĒāĻžāĻ āĻžāĻ‡ , āĻŦāĻžāĻ•āĻŋ āĻ—ā§āĻ˛ā§‹ āĻ‡āĻŽā§‡āĻœ āĻĄāĻžāĻŸāĻž āĻ•āĻŽāĻĒā§āĻ°ā§‡āĻ¸ āĻ•āĻ°ā§‡ JPEG āĻ…āĻĨāĻŦāĻž PNG āĻŸāĻžāĻ‡āĻĒ āĻāĻ° āĻ‡āĻŽā§‡āĻœ āĻĢāĻžāĻ‡āĻ˛ āĻŦāĻžāĻ¨āĻžāĻŦā§‡āĨ¤ āĻ¸āĻžāĻ§āĻžāĻ°āĻŖāĻ¤ āĻ¯ā§‡ āĻ•āĻžāĻŽā§‡āĻ°āĻž āĻ—ā§āĻ˛ā§‹ IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻ—ā§āĻ˛ā§‹āĻ° āĻ¸āĻžāĻĨā§‡ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻž āĻšā§Ÿ āĻ†āĻŽāĻ°āĻž āĻ¯ā§‡āĻ—ā§āĻ˛ā§‹ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ…āĻ­ā§āĻ¯āĻ¸ā§āĻ¤ āĻ¸ā§‡āĻ—ā§āĻ˛ā§‹ āĻĨā§‡āĻ•ā§‡ āĻ…āĻ¨ā§‡āĻ• āĻ›ā§‹āĻŸ āĻ¸āĻžāĻ‡āĻœ āĻāĻ° āĻāĻŦāĻ‚ āĻ•āĻŽ āĻ°ā§‡āĻœā§‹āĻ˛āĻŋāĻ‰āĻļāĻžāĻ¨ āĻāĻ°, āĻ•āĻŋāĻ¨ā§āĻ¤ā§ āĻ†āĻŽāĻ°āĻž āĻšāĻžāĻ‡ āĻ°ā§‡āĻœā§‹āĻ˛āĻŋāĻ‰āĻļāĻžāĻ¨ āĻāĻ° āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻ¨āĻŋāĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ āĻ¯ā§‡āĻ—ā§āĻ˛ā§‹ āĻ†āĻ§ā§āĻ¨āĻŋāĻ• āĻĢā§‹āĻ¨ āĻ—ā§āĻ˛āĻžāĻ° āĻ¸āĻžāĻĨā§‡ āĻŸā§‡āĻ•ā§āĻ•āĻž āĻĻā§‡ā§ŸāĨ¤ āĻ†āĻŽāĻ°āĻž āĻ¸āĻŦ āĻ§āĻ°āĻ¨ā§‡āĻ° āĻ‡āĻ¨ā§āĻŸāĻžāĻ°āĻšā§‡āĻžā§āĻœā§‡āĻŦāĻ˛ āĻ˛ā§‡āĻ¨ā§āĻ¸ , āĻ•ā§Ÿā§‡āĻ•āĻŸāĻž āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻ¸ā§‡āĻŸāĻžāĻĒ , āĻ‡āĻ¨āĻĢā§āĻ°āĻžāĻ°ā§‡āĻĄ āĻĨāĻžāĻ°ā§āĻŽāĻžāĻ˛ āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻ…āĻĨāĻŦāĻž āĻ‡āĻ‰āĻ­āĻŋ āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻ¨āĻŋāĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ + +![The light from a scene passes through a lens and is focused on a CMOS sensor](../../../../images/cmos-sensor.png) + + +āĻŦā§‡āĻļāĻŋāĻ°āĻ­āĻžāĻ— āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ° āĻ‡āĻŽā§‡āĻœ āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ° āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ¯ā§‡āĻ–āĻžāĻ¨ā§‡ āĻĒā§āĻ°āĻ¤ā§āĻ¯ā§‡āĻ• āĻĒāĻŋāĻ•ā§āĻ¸ā§‡āĻ˛ āĻšāĻ˛ āĻĢāĻŸā§‹āĻĄāĻžā§Ÿā§‹āĻĄāĨ¤ āĻāĻ•āĻŸāĻž āĻ˛ā§‡āĻ¨ā§āĻ¸ āĻ‡āĻŽā§‡āĻœ āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ° āĻāĻ° āĻ‰āĻĒāĻ° āĻ‡āĻŽā§‡āĻœ āĻŸāĻžāĻ•ā§‡ āĻĢā§‹āĻ•āĻžāĻ¸ āĻ•āĻ°ā§‡ āĻāĻŦāĻ‚ āĻšāĻžāĻœāĻžāĻ° āĻ…āĻĨāĻŦāĻž āĻ˛āĻ•ā§āĻˇ āĻ˛āĻ•ā§āĻˇ āĻĢāĻŸā§‹āĻĄāĻžā§Ÿā§‹āĻĄāĨ¤ āĻĒā§āĻ°āĻ¤ā§āĻ¯ā§‡āĻ•ā§‡āĻ° āĻ‰āĻĒāĻ° āĻĒāĻ°āĻž āĻ†āĻ˛ā§‹ āĻĄāĻŋāĻŸā§‡āĻ•ā§āĻŸ āĻ•āĻ°ā§‡ , āĻāĻŦāĻ‚ āĻĒāĻŋāĻ•ā§āĻ¸ā§‡āĻ˛ āĻĄāĻžāĻŸāĻž āĻšāĻŋāĻ¸āĻžāĻŦā§‡ āĻ°ā§‡āĻ•āĻ°ā§āĻĄ āĻ•āĻ°ā§‡āĨ¤ + + + +> 💁 āĻ˛ā§‡āĻ¨ā§āĻ¸ āĻ‡āĻŽā§‡āĻœ āĻ•ā§‡ āĻ‰āĻ˛ā§āĻŸāĻžā§Ÿ, āĻĒāĻ°ā§‡ āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ° āĻ†āĻŦāĻžāĻ° āĻ āĻŋāĻ• āĻ­āĻžāĻŦā§‡ āĻ‡āĻŽā§‡āĻœ āĻŸāĻžāĻ•ā§‡ āĻ‰āĻ˛ā§āĻŸāĻžā§ŸāĨ¤ āĻ āĻŋāĻ• āĻāĻ•āĻ‡ āĻ°āĻ•āĻŽ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻšā§‹āĻ–ā§‡ āĻšā§Ÿ - āĻ†āĻŽāĻ°āĻž āĻ¯āĻž āĻĻā§‡āĻ–āĻŋ āĻ¤āĻž āĻšā§‹āĻ–ā§‡āĻ° āĻĒāĻŋāĻ›āĻ¨ā§‡ +āĻ‰āĻ˛ā§āĻŸā§‹ āĻ­āĻžāĻŦā§‡ āĻĄāĻŋāĻŸā§‡āĻ•ā§āĻŸ āĻ•āĻ°ā§‡ āĻāĻŦā§āĻ‚ āĻŦā§āĻ°ā§‡āĻ¨ āĻ¸ā§‡āĻŸāĻžāĻ•ā§‡ āĻ āĻŋāĻ• āĻ•āĻ°ā§‡āĨ¤ + + + +> 🎓 āĻ‡āĻŽā§‡āĻœ āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ°āĻŸāĻž āĻāĻ•āĻŸāĻŋāĻ­-āĻĒāĻŋāĻ•ā§āĻ¸ā§‡āĻ˛ āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ° (APS) āĻšāĻŋāĻ¸ā§‡āĻŦā§‡ āĻĒāĻ°āĻŋāĻšāĻŋāĻ¤, āĻāĻŦāĻ‚ āĻ¸āĻŦāĻšā§‡ā§Ÿā§‡ āĻœāĻ¨āĻĒā§āĻ°āĻŋāĻ¯āĻŧ āĻŸāĻžāĻ‡āĻĒ āĻāĻ° APS āĻšāĻ˛ āĻ•āĻŽāĻĒā§āĻ˛āĻŋāĻŽā§‡āĻ¨ā§āĻŸāĻžāĻ°āĻŋ āĻŽā§‡āĻŸāĻžāĻ˛-āĻ…āĻ•ā§āĻ¸āĻžāĻ‡āĻĄ āĻ¸ā§‡āĻŽāĻŋāĻ•āĻ¨ā§āĻĄāĻžāĻ•ā§āĻŸāĻ° āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ°, āĻ…āĻĨāĻŦāĻž CMOSāĨ¤ āĻ†āĻŽāĻ°āĻž āĻļā§āĻ¨ā§‡ āĻĨāĻžāĻ•āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ° āĻ CMOS āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ° āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻāĻ° āĻŸāĻžāĻ°ā§āĻŽ āĻŸāĻžāĨ¤ + + + + +āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ° āĻšāĻ˛ āĻĄāĻŋāĻœāĻŋāĻŸāĻžāĻ˛ āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ° , āĻ‡āĻŽā§‡āĻœ āĻĄāĻžāĻŸāĻž āĻ•ā§‡ āĻĄāĻŋāĻœāĻŋāĻŸāĻžāĻ˛ āĻĄāĻžāĻŸāĻž āĻšāĻŋāĻ¸ā§‡āĻŦā§‡ āĻĒāĻžāĻ āĻžā§Ÿ, āĻ¸āĻžāĻ§āĻžāĻ°āĻŖāĻ¤ āĻ¯ā§‡ āĻ˛āĻžāĻ‡āĻŦā§āĻ°ā§‡āĻ°āĻŋ āĻ•āĻŽāĻŋāĻ‰āĻ¨āĻŋāĻ•ā§‡āĻļāĻ¨ āĻĒā§āĻ°āĻĻāĻžāĻ¨ āĻ•āĻ°ā§‡ āĻ¤āĻžāĻ° āĻ¸āĻžāĻšāĻžāĻ¯ā§āĻ¯ āĻ¨āĻŋā§Ÿā§‡, āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻ—ā§āĻ˛ā§‹ āĻ•āĻžāĻ¨ā§‡āĻ•ā§āĻŸ āĻ•āĻ°ā§‡ SPI āĻāĻ° āĻŽāĻ¤ āĻĒā§āĻ°ā§‹āĻŸāĻ•āĻ˛ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ¯āĻž āĻ¤āĻžāĻĻā§‡āĻ° āĻŦā§œ āĻĒāĻ°āĻŋāĻŽāĻžāĻŖā§‡ āĻĄāĻžāĻŸāĻž āĻĒāĻžāĻ āĻžāĻ¤ā§‡ āĻ…āĻ¨ā§āĻŽā§‹āĻĻāĻ¨ āĻĻā§‡ā§Ÿ - āĻ‡āĻŽā§‡āĻœ āĻ—ā§āĻ˛ā§‹ temperature āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ° āĻāĻ° āĻŽāĻ¤ āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ° āĻĨā§‡āĻ•ā§‡ āĻĒāĻžāĻ“ā§ŸāĻž āĻ¸āĻŋāĻ‚āĻ—ā§‡āĻ˛ āĻ¨āĻžāĻŽā§āĻŦāĻžāĻ° āĻĨā§‡āĻ•ā§‡ āĻ¯āĻĨā§‡āĻˇā§āĻŸ āĻĒāĻ°āĻŋāĻŽāĻžāĻŖā§‡ āĻŦā§œāĨ¤ + + +✅ IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻ—ā§āĻ˛ā§‹āĻ° āĻ‡āĻŽā§‡āĻœ āĻ¸āĻžāĻ‡āĻœ āĻāĻ° āĻ¸ā§€āĻŽāĻžāĻŦāĻĻā§āĻ§āĻ¤āĻž āĻ•āĻŋ āĻ•āĻŋ? āĻ¸ā§€āĻŽāĻžāĻŦāĻĻā§āĻ§āĻ¤āĻžāĻ—ā§āĻ˛ā§‹ āĻšāĻŋāĻ¨ā§āĻ¤āĻž āĻ•āĻ°āĻŋ āĻŦāĻŋāĻļā§‡āĻˇ āĻ•āĻ°ā§‡ āĻŽāĻžāĻ‡āĻ•ā§āĻ°ā§‹āĻ•āĻ¨ā§āĻŸā§āĻ°ā§‹āĻ˛āĻžāĻ° āĻšāĻžāĻ°ā§āĻĄāĻ“ā§ŸāĻžāĻ° āĻāĻ° āĻ‰āĻĒāĻ°āĨ¤ + + + +## IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻāĻ•āĻŸāĻŋ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻ•āĻ°āĻž + +āĻ†āĻŽāĻ°āĻž āĻ†āĻŽāĻžāĻĻā§‡āĻ° IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻāĻŦā§āĻ‚ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ‡ āĻ•āĻ°āĻ¤ā§‡ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ + +### āĻ•āĻžāĻœ - IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻ•āĻ°āĻž + +āĻ¨āĻŋāĻŽā§āĻ¨ā§‡āĻ° āĻ•ā§‹āĻ¨ āĻāĻ•āĻŸāĻŋ āĻĒā§āĻ°āĻžāĻ¸āĻ™ā§āĻ—āĻŋāĻ• āĻ—āĻžāĻ‡āĻĄ āĻāĻ° āĻŽāĻžāĻ§ā§āĻ¯āĻŽā§‡ IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻ•āĻ°āĻŋāĻƒ + + +* [Arduino - Wio Terminal](wio-terminal-camera.md) +* [Single-board computer - Raspberry Pi](pi-camera.md) +* [Single-board computer - Virtual device](virtual-device-camera.md) + + + +## āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ° āĻĒāĻžāĻŦāĻ˛āĻŋāĻļ āĻ•āĻ°āĻŋ + +āĻ†āĻŽāĻ°āĻž āĻļā§‡āĻˇ āĻ˛ā§‡āĻ¸āĻ¨ āĻ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ° āĻŸā§āĻ°ā§‡āĻ¨ āĻ•āĻ°ā§‡āĻ›āĻŋāĻ˛āĻžāĻŽāĨ¤ IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻāĻŸāĻž āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻžāĻ° āĻ†āĻ—ā§‡, āĻ†āĻŽāĻžāĻĻā§‡āĻ° model āĻ¤āĻž āĻĒāĻžāĻŦāĻ˛āĻŋāĻļ āĻ•āĻ°āĻ¤ā§‡ āĻšāĻŦā§‡āĨ¤ + + +### Model Iteration + +āĻ¯āĻ–āĻ¨ āĻ†āĻŽāĻžāĻĻā§‡āĻ° model āĻļā§‡āĻˇ āĻ˛ā§‡āĻ¸āĻ¨ āĻ āĻŸā§āĻ°ā§‡āĻ¨ āĻšāĻšā§āĻ›āĻŋāĻ˛ā§‹, āĻ†āĻŽāĻ°āĻž āĻšā§ŸāĻ¤ āĻ–ā§‡ā§ŸāĻžāĻ˛ āĻ•āĻ°āĻ›āĻŋāĻ˛āĻžāĻŽ āĻ¯ā§‡ **Performance** āĻŸā§āĻ¯āĻžāĻŦ āĻ¸āĻžāĻ‡āĻĄ āĻ IterationāĻ—ā§āĻ˛ā§‹ āĻĻā§‡āĻ–āĻžāĻ¯āĻŧāĨ¤ āĻ¯āĻ–āĻ¨ āĻ†āĻŽāĻ°āĻž āĻĒā§āĻ°āĻĨāĻŽ model āĻŸāĻž āĻŸā§āĻ°ā§‡āĻ¨ āĻ•āĻ°āĻŋ āĻ¤āĻ–āĻ¨ āĻ†āĻŽāĻ°āĻž āĻĻā§‡āĻ–ā§‡ āĻĨāĻžāĻ•āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ *Iteration 1* āĻŸā§āĻ°ā§‡āĻ‡āĻ¨āĻŋāĻ‚ āĻāĨ¤ āĻ¯āĻ–āĻ¨ āĻ†āĻŽāĻ°āĻž model āĻŸāĻžāĻ•ā§‡ āĻĒā§āĻ°ā§‡āĻĄāĻŋāĻ•āĻļāĻ¨ āĻ‡āĻŽā§‡āĻœ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ†āĻ°ā§‹ āĻ‰āĻ¨ā§āĻ¨āĻ¤ āĻ•āĻ°āĻŋ, āĻ¤āĻ–āĻ¨ āĻ†āĻŽāĻ°āĻž āĻĻā§‡āĻ–ā§‡ āĻĨāĻžāĻ•āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ *Iteration 2* āĻŸā§āĻ°ā§‡āĻ‡āĻ¨āĻŋāĻ‚ āĻāĨ¤ + +āĻĒā§āĻ°āĻ¤ā§‡āĻ•āĻŦāĻžāĻ° āĻ†āĻŽāĻ°āĻž āĻ¯āĻ–āĻ¨ model āĻŸāĻžāĻ•ā§‡ āĻŸā§āĻ°ā§‡āĻ‡āĻ¨ āĻ•āĻ°āĻŋ, āĻ†āĻŽāĻ°āĻž āĻ¨āĻ¤ā§āĻ¨ Iteration āĻĒāĻžāĻ‡āĨ¤ āĻāĻ­āĻžāĻŦā§‡ āĻ†āĻŽāĻ°āĻž āĻŦāĻŋāĻ­āĻŋāĻ¨ā§āĻ¨ āĻĄāĻžāĻŸāĻžāĻ¸ā§‡āĻŸ āĻāĻ° āĻ‰āĻĒāĻ° āĻŸā§āĻ°ā§‡āĻ‡āĻ¨ āĻ•āĻ°āĻž āĻ†āĻŽāĻžāĻĻā§‡āĻ° model āĻāĻ° āĻŦāĻŋāĻ­āĻŋāĻ¨ā§āĻ¨ āĻ­āĻžāĻ°ā§āĻ¸āĻ¨ āĻŸā§āĻ°ā§āĻ¯āĻžāĻ• āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ āĻ¯āĻ–āĻ¨ āĻ†āĻŽāĻ°āĻž **Quick Test** āĻ•āĻ°āĻŋ, āĻāĻ–āĻžāĻ¨ā§‡ āĻ†āĻŽāĻ°āĻž Iteration āĻ¸āĻŋāĻ˛ā§‡āĻ•ā§āĻŸ āĻ•āĻ°āĻžāĻ° āĻāĻ•āĻŸāĻŋ āĻĄā§āĻ°āĻĒāĻĄāĻžāĻ‰āĻ¨ āĻŽā§‡āĻ¨ā§ āĻĒāĻžāĻ‡, āĻ¯ā§‡āĻ¨ āĻ†āĻŽāĻ°āĻž āĻŦāĻŋāĻ­āĻŋāĻ¨ā§āĻ¨ Iteration āĻāĻ° āĻ°ā§‡āĻœāĻžāĻ˛ā§āĻŸ āĻ¤ā§āĻ˛āĻ¨āĻž āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ + +āĻ¯āĻ–āĻ¨ āĻ†āĻŽāĻ°āĻž āĻāĻ•āĻŸāĻŋ Iteration āĻ¨āĻŋā§Ÿā§‡ āĻ¸āĻ¨ā§āĻ¤ā§āĻˇā§āĻŸ āĻšāĻ‡, āĻ†āĻŽāĻ°āĻž āĻāĻŸāĻžāĻ•ā§‡ āĻĒāĻžāĻŦāĻ˛āĻŋāĻļ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ āĻāĻ•ā§āĻ¸āĻŸāĻžāĻ°ā§āĻ¨āĻžāĻ˛ āĻāĻĒā§āĻ˛āĻŋāĻ•ā§‡āĻļāĻ¨ āĻĨā§‡āĻ•ā§‡ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ¸āĻšāĻœāĻ˛āĻ­ā§āĻ¯ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯āĨ¤ āĻāĻ­āĻžāĻŦā§‡ āĻ†āĻŽāĻ°āĻž āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĻāĻŋā§Ÿā§‡ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻž āĻāĻ•āĻŸāĻŋ āĻĒāĻžāĻŦāĻ˛āĻŋāĻ• āĻ­āĻžāĻ°ā§āĻ¸āĻ¨ āĻĒā§‡āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ, āĻĒāĻ°ā§‡ āĻ†āĻ°ā§‹ āĻ¨āĻ¤ā§āĻ¨ āĻ•āĻŋāĻ›ā§ Iteration āĻāĻ° āĻ‰āĻĒāĻ° āĻ¨āĻ¤ā§āĻ¨ āĻ­āĻžāĻ°ā§āĻ¸āĻ¨ āĻ¨āĻŋā§Ÿā§‡ āĻ•āĻžāĻœ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ, āĻĒāĻ°ā§‡ āĻ¯āĻ–āĻ¨ āĻ†āĻŽāĻ°āĻž āĻāĻŸāĻž āĻ¨āĻŋā§Ÿā§‡ āĻ¸āĻ¨ā§āĻ¤ā§āĻˇā§āĻŸ āĻšāĻŦ āĻ¤āĻ–āĻ¨ āĻāĻŸāĻž āĻĒāĻžāĻŦāĻ˛āĻŋāĻļ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ + + + + +### āĻ•āĻžāĻœ - Iteration āĻĒāĻžāĻŦāĻ˛āĻŋāĻļ āĻ•āĻ°āĻž + + +Iteration āĻšāĻ˛ āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻ¸āĻ¨ āĻĒā§‹āĻ°ā§āĻŸāĻžāĻ˛ āĨ¤ + + + +1. [CustomVision.ai](https://customvision.ai) āĻ¤ā§‡ āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻ¸āĻ¨ āĻĒā§‹āĻ°ā§āĻŸāĻžāĻ˛ āĻ˛āĻžā§āĻš āĻ•āĻ°āĻŋ āĻāĻŦāĻ‚ āĻ¸āĻžāĻ‡āĻ¨ āĻ‡āĻ¨ āĻ•āĻ°āĻŋ āĻ¯āĻĻāĻŋ āĻ‡āĻ¤āĻŋāĻŽāĻ§ā§āĻ¯ā§‡ āĻāĻŸāĻž āĻ–ā§āĻ˛ā§‡ āĻ¨āĻž āĻĨāĻžāĻ•āĻŋāĨ¤ āĻĒāĻ°ā§‡ āĻ†āĻŽāĻžāĻĻā§‡āĻ° `fruit-quality-detector` āĻĒā§āĻ°ā§‹āĻœā§‡āĻ•ā§āĻŸ āĻ–ā§āĻ˛āĻŋāĨ¤ + + + +1. āĻ‰āĻĒāĻ°ā§‡āĻ° āĻ…āĻĒāĻļāĻ¨ āĻĨā§‡āĻ•ā§‡ **Performance** āĻŸā§āĻ¯āĻžāĻŦ āĻ¸āĻŋāĻ˛ā§‡āĻ•ā§āĻŸ āĻ•āĻ°āĻŋāĨ¤ + + +1. āĻ¸āĻžāĻ‡āĻĄ āĻāĻ° *Iterations* āĻ˛āĻŋāĻ¸ā§āĻŸ āĻĨā§‡āĻ•ā§‡ āĻ¸āĻ°ā§āĻŦāĻļā§‡āĻˇ Iteration āĻ¸āĻŋāĻ˛ā§‡āĻ•ā§āĻŸ āĻ•āĻ°āĻŋāĨ¤ + + + + +1. Iteration āĻāĻ° āĻœāĻ¨ā§āĻ¯ **Publish** āĻŦāĻžāĻŸāĻ¨ āĻ¸āĻŋāĻ˛ā§‡āĻ•ā§āĻŸ āĻ•āĻ°āĻŋāĨ¤ + + ![The publish button](../../../../images/custom-vision-publish-button.png) + + + + +1. *Publish Model* āĻĄāĻžā§ŸāĻ˛āĻ— āĻ, *Prediction resource* āĻ āĻ†āĻ—ā§‡āĻ° āĻ˛ā§‡āĻ¸āĻ¨ āĻ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ¤ā§ˆāĻ°āĻŋ āĻ°āĻŋāĻ¸ā§‹āĻ°ā§āĻ¸ `fruit-quality-detector-prediction` āĻ¸ā§‡āĻŸ āĻ•āĻ°āĻŋāĨ¤ āĻ¨āĻžāĻŽ āĻšāĻŋāĻ¸ā§‡āĻŦā§‡ `Iteration2` āĻ°āĻžāĻ–āĻŋ, āĻāĻŦāĻ‚ **Publish** āĻŦāĻžāĻŸāĻ¨ āĻ¸āĻŋāĻ˛ā§‡āĻ•ā§āĻŸ āĻ•āĻ°āĻŋāĨ¤ + + +1. āĻāĻ•āĻŦāĻžāĻ° āĻĒāĻžāĻŦāĻ˛āĻŋāĻļ āĻ•āĻ°āĻž āĻšāĻ˛ā§‡, **Prediction URL** āĻŦāĻžāĻŸāĻ¨ āĻ¸āĻŋāĻ˛ā§‡āĻ•ā§āĻŸ āĻ•āĻ°āĻŋāĨ¤ āĻāĻŸāĻž āĻĒā§āĻ°ā§‡āĻĄāĻŋāĻ•āĻļāĻ¨ āĻāĻĒāĻŋāĻ†āĻ‡ āĻāĻ° āĻĄāĻŋāĻŸā§‡āĻ˛āĻ¸ āĻĻā§‡āĻ–āĻžāĻŦā§‡, āĻāĻŦāĻ‚ āĻ†āĻŽāĻžāĻĻā§‡āĻ° IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨā§‡āĻ•ā§‡ model āĻ•ā§‡ āĻ•āĻ˛ āĻ•āĻ°āĻ¤ā§‡ āĻāĻ—ā§āĻ˛ā§‹ āĻĻāĻ°āĻ•āĻžāĻ° āĻšāĻŦā§‡āĨ¤ āĻ¨āĻŋāĻšā§‡āĻ° āĻ¸ā§‡āĻ•āĻļāĻ¨ āĻ•ā§‡ *If you have an image file* āĻšāĻŋāĻ¸ā§‡āĻŦā§‡ āĻ˛ā§‡āĻŦā§‡āĻ˛ āĻ•āĻ°āĻž , āĻāĻŦāĻ‚ āĻāĻ‡ āĻĄāĻŋāĻŸā§‡āĻ‡āĻ˛ āĻ—ā§āĻ˛ā§‹ āĻ†āĻŽāĻ°āĻž āĻšāĻžāĻ‡āĨ¤ āĻĻā§‡āĻ–āĻžāĻ¨ā§‹ URL āĻāĻ° āĻ•āĻĒāĻŋ āĻ•āĻ°āĻŋ āĻ¯ā§‡āĻŸāĻž āĻ•āĻŋāĻ›ā§ āĻŸāĻž āĻāĻ°āĻ•āĻŽ āĻšāĻŦā§‡āĻƒ + + ```output + https://.api.cognitive.microsoft.com/customvision/v3.0/Prediction//classify/iterations/Iteration2/image + ``` + āĻ¯ā§‡āĻ–āĻžāĻ¨ā§‡ `` āĻšāĻŦā§‡ āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻ¸āĻ¨ āĻĒā§‹āĻ°ā§āĻŸāĻžāĻ˛ āĻ°āĻŋāĻ¸ā§‹āĻ°ā§āĻ¸ āĻ¤ā§ˆāĻ°āĻŋ āĻ•āĻ°āĻžāĻ° āĻ¸āĻŽā§Ÿ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻž āĻ˛ā§‹āĻ•ā§‡āĻļāĻ¨, āĻāĻŦāĻ‚ `` āĻšāĻŦā§‡ āĻ…āĻ¨ā§‡āĻ•āĻ—ā§āĻ˛ā§‹ āĻ˛ā§‡āĻŸāĻžāĻ° āĻāĻŦāĻ‚ āĻ¨āĻžāĻŽā§āĻŦāĻžāĻ° āĻĻāĻŋā§Ÿā§‡ āĻ¤ā§ˆāĻ°āĻŋ āĻ•āĻ°āĻž āĻ˛āĻŽā§āĻŦāĻž āĻ†āĻ‡āĻĄāĻŋāĨ¤ + + āĻāĻ›āĻžāĻĄāĻŧāĻžāĻ“ *Prediction-Key* āĻ­ā§āĻ¯āĻžāĻ˛ā§ āĻāĻ° āĻāĻ•āĻŸāĻŋ āĻ•āĻĒāĻŋ āĻ¨āĻŋāĻ‡āĨ¤ āĻāĻŸāĻž āĻāĻ•āĻŸāĻŋ āĻ¸āĻŋāĻ•āĻŋāĻ‰āĻ°āĻĄ āĻ•āĻŋ āĻ¯ā§‡āĻŸāĻž model āĻ•ā§‡ āĻ•āĻ˛ āĻ•āĻ°āĻžāĻ° āĻ¸āĻŽā§Ÿ āĻĒāĻžāĻ¸ āĻ•āĻ°āĻž āĻšā§ŸāĨ¤ āĻļā§āĻ§ā§āĻŽāĻžāĻ¤ā§āĻ° āĻ¯ā§‡ āĻ†āĻĒā§āĻ˛āĻŋāĻ•ā§‡āĻļāĻ¨ āĻ—ā§āĻ˛ā§‹ āĻāĻ‡ āĻ•āĻŋ āĻĒāĻžāĻ¸ āĻ•āĻ°āĻŦā§‡ āĻ¤āĻžāĻĻā§‡āĻ°āĻ•ā§‡ model āĻŸāĻž āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻĻā§‡ā§ŸāĻž āĻšāĻŦā§‡, āĻ…āĻ¨ā§āĻ¯ āĻ¸āĻŦ āĻ†āĻĒā§āĻ˛āĻŋāĻ•ā§‡āĻļāĻ¨ āĻ•ā§‡ āĻĒā§āĻ°āĻ¤ā§āĻ¯āĻžāĻ–ā§āĻ¯āĻžāĻ¨ āĻšāĻŦā§‡āĨ¤ + + ![The prediction API dialog showing the URL and key](../../../../images/custom-vision-prediction-key-endpoint.png) + + + +✅ āĻ¯āĻ–āĻ¨ āĻāĻ•āĻŸāĻŋ āĻ¨āĻ¤ā§āĻ¨ Iteration āĻĒāĻžāĻŦāĻ˛āĻŋāĻļ āĻ•āĻ°āĻž āĻšā§Ÿ, āĻ¤āĻ–āĻ¨ āĻāĻŸāĻžāĻ° āĻ…āĻ¨ā§āĻ¯ āĻ¨āĻžāĻŽ āĻĨāĻžāĻ•ā§‡āĨ¤āĻ¨ IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻāĻ° āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻž Iteration āĻ†āĻŽāĻ°āĻž āĻ•āĻŋāĻ­āĻžāĻŦā§‡ āĻĒāĻ°āĻŋāĻŦāĻ°ā§āĻ¤āĻ¨ āĻ•āĻ°āĻž āĻ¯āĻžā§Ÿ āĻ¸ā§‡āĻŸāĻž āĻ†āĻŽāĻ°āĻž āĻ•āĻŋāĻ­āĻžāĻŦā§‡ āĻšāĻŋāĻ¨ā§āĻ¤āĻž āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ + +## IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨā§‡āĻ•ā§‡ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ‡ āĻ•āĻ°āĻž + +āĻ†āĻŽāĻ°āĻž āĻāĻ–āĻ¨ āĻāĻ‡ āĻ•āĻžāĻ¨ā§‡āĻ•āĻļāĻ¨ āĻĄāĻŋāĻŸā§‡āĻ‡āĻ˛āĻ¸ āĻ—ā§āĻ˛ā§‹ IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨā§‡āĻ•ā§‡ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ° āĻ•āĻ˛ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ + +### āĻ•āĻžāĻœ - āĻ†āĻŽāĻžāĻĻā§‡āĻ° IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨā§‡āĻ•ā§‡ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ‡ āĻ•āĻ°āĻž + + +āĻĒā§āĻ°āĻžāĻ¸āĻ™ā§āĻ—āĻŋāĻ• āĻ—āĻžāĻ‡āĻĄ āĻāĻ° āĻŽāĻžāĻ§ā§āĻ¯āĻŽā§‡ āĻ•āĻžāĻœ IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻ•āĻ°āĻŋāĻƒ + +* [Arduino - Wio Terminal](wio-terminal-classify-image.md) +* [Single-board computer - Raspberry Pi/Virtual IoT device](single-board-computer-classify-image.md) + + +## Model āĻ‰āĻ¨ā§āĻ¨āĻ¤ āĻ•āĻ°āĻž + + + +āĻ†āĻŽāĻ°āĻž āĻ¯ā§‡āĻ¨ā§‡ āĻĨāĻžāĻ•āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ āĻ¯ā§‡, IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻāĻ° āĻ¸āĻžāĻĨā§‡ āĻ•āĻžāĻ¨ā§‡āĻ•ā§āĻŸā§‡āĻĄ āĻĨāĻžāĻ•āĻž āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻĨā§‡āĻ•ā§‡ āĻ†āĻŽāĻ°āĻž āĻ†āĻļāĻžāĻ¨ā§āĻ°ā§‚āĻĒ āĻ°ā§‡āĻœāĻžāĻ˛ā§āĻŸ āĻ¨āĻžāĻ“ āĻĒā§‡āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻžāĻ° āĻĨā§‡āĻ•ā§‡ āĻ†āĻĒāĻ˛ā§‹āĻĄ āĻ•āĻ°āĻž āĻ‡āĻŽā§‡āĻœ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻž āĻĒā§āĻ°ā§‡āĻĄāĻŋāĻ•āĻļāĻ¨ āĻ—ā§āĻ˛ā§‹ āĻ¸āĻŦāĻ¸āĻŽā§Ÿ āĻ¸āĻ āĻŋāĻ• āĻšā§Ÿ āĻ¨āĻžāĨ¤ āĻāĻŸāĻžāĻ° āĻ•āĻžāĻ°āĻ¨ āĻšāĻ˛ Model āĻ¯ā§‡ āĻĄāĻžāĻŸāĻžāĻ° āĻ‰āĻĒāĻ° āĻŸā§āĻ°ā§‡āĻ‡āĻ¨ āĻ•āĻ°āĻž āĻšā§Ÿā§‡āĻ›ā§‡ āĻ¤āĻžāĻ° āĻĨā§‡āĻ•ā§‡ āĻ­āĻŋāĻ¨ā§āĻ¨ āĻĄāĻžāĻŸāĻž āĻĒā§āĻ°ā§‡āĻĄāĻŋāĻ•āĻļāĻ¨ āĻāĻ° āĻœāĻ¨ā§āĻ¯ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻžāĨ¤ + + + +āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ° āĻĨā§‡āĻ•ā§‡ āĻ¸āĻŦāĻšā§‡ā§Ÿā§‡ āĻ­āĻžāĻ˛ āĻ°ā§‡āĻœāĻžāĻ˛ā§āĻŸ āĻāĻ° āĻœāĻ¨ā§āĻ¯, āĻ†āĻŽāĻ°āĻž āĻĒā§āĻ°ā§‡āĻĄāĻŋāĻ•āĻļāĻ¨ āĻāĻ° āĻœāĻ¨ā§āĻ¯ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻž āĻ‡āĻŽā§‡āĻœ āĻāĻ° āĻŽāĻ¤ āĻ¯āĻĨāĻžāĻ¸āĻŽā§āĻ­āĻŦ āĻ…āĻ¨ā§āĻ°ā§‚āĻĒ āĻ‡āĻŽā§‡āĻœ āĻ‰āĻĒāĻ° āĻ†āĻŽāĻžāĻĻā§‡āĻ° model āĻŸā§āĻ°ā§‡āĻ‡āĻ¨ āĻ•āĻ°āĻ¤ā§‡ āĻšāĻžāĻŦā§‹āĨ¤ āĻ‰āĻĻāĻžāĻšāĻ°āĻŖ āĻ¸ā§āĻŦāĻ°ā§‚āĻĒ, āĻ†āĻŽāĻ°āĻž āĻ¯āĻĻāĻŋ āĻŸā§āĻ°ā§‡āĻ‡āĻ¨āĻŋāĻ‚ āĻāĻ° āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻāĻ° āĻœāĻ¨ā§āĻ¯ āĻĢā§‹āĻ¨ āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻŋ, āĻ¸ā§‡āĻŸāĻžāĻ° āĻ‡āĻŽā§‡āĻœ āĻ•ā§‹ā§ŸāĻžāĻ˛āĻŋāĻŸāĻŋ, āĻļāĻžāĻ°ā§āĻĒāĻ¨ā§‡āĻ¸, āĻāĻŦāĻ‚ āĻ•āĻžāĻ˛āĻžāĻ° āĻāĻ•āĻŸ IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻāĻ° āĻ¸āĻžāĻĨā§‡ āĻ•āĻžāĻ¨ā§‡āĻ•ā§āĻŸā§‡āĻĄ āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻĨā§‡āĻ•ā§‡ āĻ­āĻŋāĻ¨ā§āĻ¨ āĻšāĻŦā§‡āĨ¤ + +![2 banana pictures, a low resolution one with poor lighting from an IoT device, and a high resolution one with good lighting from a phone](../../../../images/banana-picture-compare.png) + + + +āĻ‰āĻĒāĻ°ā§‡āĻ° āĻ‡āĻŽā§‡āĻœ āĻ, āĻŦāĻžāĻŽā§‡āĻ° āĻ•āĻ˛āĻžāĻ° āĻ›āĻŦāĻŋ āĻāĻ•āĻŸāĻŋ āĻ°āĻžāĻ¸ā§āĻĒāĻŦā§‡āĻ°āĻŋ āĻĒāĻžāĻ‡ āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻĨā§‡āĻ•ā§‡ āĻ¨ā§‡ā§ŸāĻž āĻšā§Ÿā§‡āĻ›āĻŋāĻ˛, āĻĄāĻžāĻ¨ā§‡āĻ° āĻŸāĻž āĻāĻ•āĻ‡ āĻ•āĻ˛āĻžāĻ° āĻ›āĻŦāĻŋ āĻ†āĻ‡āĻĢā§‹āĻ¨ āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻĨā§‡āĻ•ā§‡ āĻ¨ā§‡ā§ŸāĻž āĻšā§Ÿā§‡āĻ›āĻŋāĻ˛āĨ¤ āĻāĻ–āĻžāĻ¨ā§‡āĻ° āĻ•ā§‹ā§ŸāĻžāĻ˛āĻŋāĻŸāĻŋāĻ° āĻĻāĻŋāĻ• āĻĨā§‡āĻ•ā§‡ āĻ˛āĻ•ā§āĻˇāĻŖā§€āĻ¯āĻŧ āĻ­āĻŋāĻ¨ā§āĻ¨āĻ¤āĻž āĻ†āĻ›ā§‡ - āĻ†āĻ‡āĻĢā§‹āĻ¨ āĻāĻ° āĻ›āĻŦāĻŋ āĻŸāĻž āĻļāĻžāĻ°ā§āĻĒāĻžāĻ°, āĻ‰āĻœā§āĻœā§āĻŦāĻ˛ āĻ•āĻžāĻ˛āĻžāĻ° āĻ¸āĻš āĻāĻŦāĻ‚ āĻŦā§‡āĻļāĻŋ āĻ•āĻ¨ā§āĻŸā§āĻ°āĻžāĻ¸ā§āĻŸ āĻāĻ°āĨ¤ + + +✅ āĻ†āĻŽāĻžāĻĻā§‡āĻ° IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĻāĻŋā§Ÿā§‡ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻ•āĻ°āĻž āĻ‡āĻŽā§‡āĻœ āĻāĻ° āĻ­ā§āĻ˛ āĻĒā§āĻ°ā§‡āĻĄāĻŋāĻ•āĻļāĻ¨ āĻāĻ° āĻœāĻ¨ā§āĻ¯ āĻ†āĻ° āĻ•āĻŋ āĻ•āĻŋ āĻ•āĻžāĻ°āĻ¨ āĻĨāĻžāĻ•āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡? āĻāĻ•āĻŸāĻž IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻ¯ā§‡ āĻĒāĻ°āĻŋāĻŦā§‡āĻļā§‡ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻž āĻšāĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡ āĻ¸ā§‡āĻŸāĻž āĻ¨āĻŋā§Ÿā§‡ āĻšāĻŋāĻ¨ā§āĻ¤āĻž āĻ•āĻ°āĻŋ, āĻ•āĻŋ āĻ•āĻŋ āĻĢā§āĻ¯āĻžāĻ•ā§āĻŸāĻ° āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻ•āĻ°āĻž āĻ‡āĻŽā§‡āĻœ āĻ•ā§‡ āĻĒā§āĻ°āĻ­āĻžāĻŦāĻŋāĻ¤ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡āĨ¤ + +model āĻ•ā§‡ āĻ‰āĻ¨ā§āĻ¨āĻ¤ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯, āĻ†āĻŽāĻ°āĻž IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨā§‡āĻ•ā§‡ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻ•āĻ°āĻž āĻ‡āĻŽā§‡āĻœ āĻĻāĻŋā§Ÿā§‡ āĻ°āĻŋāĻŸā§āĻ°ā§‡āĻ‡āĻ¨ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ + + +--- + +### āĻ•āĻžāĻœ - model āĻ‰āĻ¨ā§āĻ¨āĻ¤ āĻ•āĻ°āĻž + +1. āĻ†āĻŽāĻžāĻĻā§‡āĻ° IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĻāĻŋā§Ÿā§‡ āĻĒāĻžāĻ•āĻž āĻāĻŦāĻ‚ āĻ•āĻžāĻāĻšāĻž āĻāĻ° āĻ•āĻŋāĻ›ā§ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ‡ āĻ•āĻ°āĻŋāĨ¤ + +1. āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻ¸āĻ¨ āĻĒā§‹āĻ°ā§āĻŸāĻžāĻ˛ āĻ, *Predictions* āĻŸā§āĻ¯āĻžāĻŦ āĻāĻ° āĻ‡āĻŽā§‡āĻœ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ°āĻŋāĻŸā§āĻ°ā§‡āĻ‡āĻ¨ āĻ•āĻ°āĻŋāĨ¤ + + > ⚠ī¸āĻ†āĻŽāĻ°āĻž [āĻāĻ‡ āĻ¸āĻŋāĻ°āĻŋāĻœā§‡āĻ° ā§§āĻŽ āĻ˛ā§‡āĻ¸āĻ¨ āĻĨā§‡āĻ•ā§‡ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ° retain āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯ āĻĒā§āĻ°ā§Ÿā§‹āĻœāĻ¨ā§€ā§Ÿ āĻ¨āĻŋāĻ°ā§āĻĻā§‡āĻļāĻ¨āĻž](../1-train-fruit-detector/README.md#retrain-your-image-classifier) āĻĻā§‡āĻ–āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ, āĻ¯āĻĻāĻŋ āĻĒā§āĻ°ā§Ÿā§‹āĻœāĻ¨ āĻšā§ŸāĨ¤ + + +1. āĻ¯āĻĻāĻŋ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ‡āĻŽā§‡āĻœ āĻŸā§āĻ°ā§‡āĻ‡āĻ¨āĻŋāĻ‚ āĻ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻž āĻ†āĻ¸āĻ˛ āĻ‡āĻŽā§‡āĻœ āĻĨā§‡āĻ•ā§‡ āĻĻā§‡āĻ–āĻ¤ā§‡ āĻ…āĻ¨ā§‡āĻ• āĻ­āĻŋāĻ¨ā§āĻ¨ āĻšā§Ÿ, āĻ†āĻŽāĻ°āĻž āĻ†āĻ¸āĻ˛ āĻ‡āĻŽā§‡āĻœ āĻ—ā§āĻ˛ā§‹ *Training Images* āĻŸā§āĻ¯āĻžāĻŦ āĻ¸āĻŋāĻ˛ā§‡āĻ•ā§āĻŸ āĻ•āĻ°ā§‡ āĻāĻŦāĻ‚ **Delete** āĻŦāĻžāĻŸāĻ¨ āĻ¸āĻŋāĻ˛ā§‡āĻ•ā§āĻŸ āĻ•āĻ°ā§‡ āĻĄāĻŋāĻ˛āĻŋāĻŸ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ āĻ‡āĻŽā§‡āĻœ āĻ¸āĻŋāĻ˛ā§‡āĻ•ā§āĻŸ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯, āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ•āĻžāĻ°ā§āĻ¸āĻ° āĻ¤āĻž āĻāĻ° āĻ‰āĻĒāĻ° āĻŽā§āĻ­ āĻ•āĻ°āĻŋ āĻāĻŦāĻ‚ āĻāĻ•āĻŸāĻŋ āĻŸāĻŋāĻ• āĻ†āĻ¸āĻŦā§‡, āĻŸāĻŋāĻ• āĻŸāĻž āĻ¸āĻŋāĻ˛ā§‡āĻ•ā§āĻŸ āĻ…āĻĨāĻŦāĻž āĻĄāĻŋāĻ¸āĻŋāĻ˛ā§‡āĻ•ā§āĻŸ āĻ•āĻ°āĻŋ āĻ‡āĻŽā§‡āĻœ āĻ¸āĻŋāĻ˛ā§‡āĻ•ā§āĻŸ āĻ…āĻĨāĻŦāĻž āĻĄāĻŋāĻ¸āĻŋāĻ˛ā§‡āĻ•ā§āĻŸ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯āĨ¤ + +1. āĻāĻ•āĻŸāĻŋ āĻ¨āĻ¤ā§āĻ¨ Iteration āĻŸā§āĻ°ā§‡āĻ‡āĻ¨ āĻ•āĻ°āĻŋ āĻāĻŦāĻ‚ āĻ‰āĻĒāĻ°ā§‡āĻ° āĻ§āĻžāĻĒ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻĒāĻžāĻŦāĻ˛āĻŋāĻļ āĻ•āĻ°āĻŋāĨ¤ + +1. āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ•ā§‹āĻĄ āĻāĻ° endpoint URL āĻ†āĻĒāĻĄā§‡āĻŸ āĻ•āĻ°āĻŋ, āĻāĻŦāĻ‚ āĻ…ā§āĻ¯āĻžāĻĒ āĻ¤āĻž āĻĒā§āĻ¨āĻ°āĻžā§Ÿ āĻ°āĻžāĻ¨ āĻ•āĻ°āĻŋāĨ¤ + +1. āĻĒā§āĻ°ā§‡āĻĄāĻŋāĻ•āĻļāĻ¨ āĻāĻ° āĻ°ā§‡āĻ¸āĻžāĻ˛ā§āĻŸ āĻ¨āĻŋā§Ÿā§‡ āĻ¸āĻ¨ā§āĻ¤ā§āĻˇā§āĻŸ āĻ¨āĻž āĻšāĻ“ā§ŸāĻž āĻĒāĻ°ā§āĻ¯āĻ¨ā§āĻ¤ āĻāĻ‡ āĻ§āĻžāĻĒ āĻ—ā§āĻ˛ā§‹ Iteration āĻ•āĻ°āĻŋāĨ¤ + +--- + + +## 🚀 āĻšā§āĻ¯āĻžāĻ˛ā§‡āĻžā§āĻœ + +āĻ‡āĻŽā§‡āĻœ āĻāĻ° āĻ°ā§‡āĻœā§‹āĻ˛āĻŋāĻ‰āĻļāĻ¨ āĻ…āĻĨāĻŦāĻž āĻ†āĻ˛ā§‹ āĻĒā§āĻ°ā§‡āĻĄāĻŋāĻ•āĻļāĻ¨ āĻ•ā§‡ āĻ•āĻ¤āĻŸā§āĻ•ā§ āĻĒā§āĻ°āĻ­āĻžāĻŦāĻŋāĻ¤ āĻ•āĻ°ā§‡? + +āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻāĻ° āĻ•ā§‹āĻĄ āĻ āĻ‡āĻŽā§‡āĻœ āĻāĻ° āĻ°ā§‡āĻœā§‹āĻ˛āĻŋāĻ‰āĻļāĻ¨ āĻĒāĻ°āĻŋāĻŦāĻ°ā§āĻ¤āĻ¨ āĻ•āĻ°āĻžāĻ° āĻšā§‡āĻˇā§āĻŸāĻž āĻ•āĻ°āĻŋ āĻāĻŦāĻ‚ āĻĻā§‡āĻ–āĻŋ āĻāĻŸāĻž āĻ‡āĻŽā§‡āĻœ āĻāĻ° āĻ•ā§‹ā§ŸāĻžāĻ˛āĻŋāĻŸāĻŋ āĻ¤ā§‡ āĻ•ā§‹āĻ¨ āĻĒāĻžāĻ°ā§āĻĨāĻ•ā§āĻ¯ āĻ†āĻ¨ā§‡ āĻ•āĻŋāĻ¨āĻžāĨ¤ āĻāĻ›āĻžāĻĄāĻŧāĻžāĻ“ āĻ†āĻ˛ā§‹ āĻšā§‡āĻžā§āĻœ āĻ•āĻ°ā§‡āĻ“ āĻšā§‡āĻˇā§āĻŸāĻž āĻ•āĻ°ā§‡ āĻĻā§‡āĻ–āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ + +āĻ¯āĻĻāĻŋ āĻ†āĻŽāĻ°āĻž āĻāĻ‡ āĻĒā§āĻ°ā§‹āĻĄāĻžāĻ•āĻļāĻ¨ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸āĻŸāĻŋ āĻ•ā§‹āĻ¨ āĻĢāĻžāĻ°ā§āĻŽ āĻ…āĻĨāĻŦāĻž āĻĢā§āĻ¯āĻžāĻ•ā§āĻŸāĻ°āĻŋ āĻ¤ā§‡ āĻŦāĻŋāĻ•ā§āĻ°ā§Ÿā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻ¤ā§ˆāĻ°ā§€ āĻ•āĻ°āĻŋ, āĻ†āĻŽāĻ°āĻž āĻ•āĻŋāĻ­āĻžāĻŦā§‡ āĻ¨āĻŋāĻļā§āĻšāĻŋāĻ¤ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ āĻ¯ā§‡ āĻāĻŸāĻž āĻ¸āĻŦ āĻ¸āĻŽā§Ÿ āĻ§āĻžāĻ°āĻžāĻŦāĻžāĻšāĻŋāĻ•āĻ­āĻžāĻŦā§‡ āĻ­āĻžāĻ˛ā§‹ āĻĢāĻ˛āĻžāĻĢāĻ˛ āĻĻāĻŋāĻŦā§‡āĨ¤ + +## ## āĻ˛ā§‡āĻ•āĻšāĻžāĻ°-āĻĒāĻ°āĻŦāĻ°ā§āĻ¤ā§€ āĻ•ā§āĻ‡āĻœ + +[āĻ˛ā§‡āĻ•āĻšāĻžāĻ°-āĻĒāĻ°āĻŦāĻ°ā§āĻ¤ā§€ āĻ•ā§āĻ‡āĻœ](https://brave-island-0b7c7f50f.azurestaticapps.net/quiz/32) + +## āĻ°āĻŋāĻ­āĻŋāĻ‰ āĻ“ āĻ¸ā§āĻŦ-āĻ…āĻ§ā§āĻ¯ā§ŸāĻ¨ + +āĻ†āĻŽāĻ°āĻž āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻ¸āĻ¨ āĻŽāĻĄā§‡āĻ˛ āĻĒā§‹āĻ°ā§āĻŸāĻžāĻ˛ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻŸā§āĻ°ā§‡āĻ‡āĻ¨ āĻ•āĻ°ā§‡āĻ›āĻŋāĨ¤ āĻāĻŸāĻž āĻ‡āĻŽā§‡āĻœ āĻāĻ° āĻ¸āĻšāĻœāĻ˛āĻ­ā§āĻ¯āĻ¤āĻžāĻ° āĻ‰āĻĒāĻ° āĻ¨āĻŋāĻ°ā§āĻ­āĻ° āĻ•āĻ°ā§‡ - āĻāĻŦāĻ‚ āĻŦāĻžāĻ¸ā§āĻ¤āĻŦ āĻœāĻ—āĻ¤ā§‡ āĻ†āĻŽāĻ°āĻž āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻāĻ° āĻ¸āĻžāĻĨā§‡ āĻŽā§āĻ¯āĻžāĻš āĻ•āĻ°ā§‡ āĻāĻŽāĻ¨ āĻŸā§āĻ°ā§‡āĻ‡āĻ¨āĻŋāĻ‚ āĻĄāĻžāĻŸāĻž āĻšā§ŸāĻ¤ āĻĒāĻžāĻŦā§‹ āĻ¨āĻžāĨ¤ āĻ†āĻŽāĻ°āĻž āĻāĻŸāĻžāĻ° āĻŦāĻĻāĻ˛ā§‡ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨā§‡āĻ•ā§‡ āĻ¸āĻ°āĻžāĻ¸āĻ°āĻŋ āĻŸā§āĻ°ā§‡āĻ‡āĻ¨āĻŋāĻ‚ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ āĻ•āĻ°āĻ¤ā§‡ āĻāĻĒāĻŋāĻ†āĻ‡ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡, IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨā§‡āĻ•ā§‡ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻ•āĻ°āĻž āĻ‡āĻŽā§‡āĻœ āĻĻāĻŋā§Ÿā§‡ āĻŽāĻĄā§‡āĻ˛ āĻŸā§āĻ°ā§‡āĻ‡āĻ¨ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯āĨ¤ + +* āĻŸā§āĻ°ā§‡āĻ‡āĻ¨āĻŋāĻ‚ āĻāĻĒāĻŋāĻ†āĻ‡ āĻāĻ° āĻ‰āĻĒāĻ° āĻĒā§œā§āĻ¨ [using the Custom Vision SDK quick start](https://docs.microsoft.com/azure/cognitive-services/custom-vision-service/quickstarts/image-classification?WT.mc_id=academic-17441-jabenn&tabs=visual-studio&pivots=programming-language-python) + +## āĻāĻ¸āĻžāĻ‡āĻ¨āĻŽā§‡āĻ¨ā§āĻŸ + +[āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻŋāĻ•ā§‡āĻļāĻ¨ āĻ°ā§‡āĻœāĻžāĻ˛ā§āĻŸā§‡āĻ° āĻĒā§āĻ°āĻ¤āĻŋāĻ•ā§āĻ°āĻŋā§ŸāĻž āĻœāĻžāĻ¨āĻžāĻ¨ā§‹](../assignment.md) From 7eb0885953bd52cc6a767f61000afd0a07c4ee9a Mon Sep 17 00:00:00 2001 From: "Mohammad Iftekher (Iftu) Ebne Jalal" Date: Tue, 19 Oct 2021 21:20:10 +0600 Subject: [PATCH 22/26] [BN Translation] Fruit Detector on Edge (#329) * Create README.bn.md * Delete .dummy.md * Update README.bn.md * Create assignment.bn.md Co-authored-by: Jim Bennett --- .../translations/.dummy.md | 9 - .../translations/README.bn.md | 615 ++++++++++++++++++ .../translations/assignment.bn.md | 14 + 3 files changed, 629 insertions(+), 9 deletions(-) delete mode 100644 4-manufacturing/lessons/3-run-fruit-detector-edge/translations/.dummy.md create mode 100644 4-manufacturing/lessons/3-run-fruit-detector-edge/translations/README.bn.md create mode 100644 4-manufacturing/lessons/3-run-fruit-detector-edge/translations/assignment.bn.md diff --git a/4-manufacturing/lessons/3-run-fruit-detector-edge/translations/.dummy.md b/4-manufacturing/lessons/3-run-fruit-detector-edge/translations/.dummy.md deleted file mode 100644 index 6e7db247..00000000 --- a/4-manufacturing/lessons/3-run-fruit-detector-edge/translations/.dummy.md +++ /dev/null @@ -1,9 +0,0 @@ -# Dummy File - -This file acts as a placeholder for the `translations` folder.
-**Please remove this file after adding the first translation** - -For the instructions, follow the directives in the [translations guide](https://github.com/microsoft/IoT-For-Beginners/blob/main/TRANSLATIONS.md) . - -## THANK YOU -We truly appreciate your efforts! diff --git a/4-manufacturing/lessons/3-run-fruit-detector-edge/translations/README.bn.md b/4-manufacturing/lessons/3-run-fruit-detector-edge/translations/README.bn.md new file mode 100644 index 00000000..fb6ab350 --- /dev/null +++ b/4-manufacturing/lessons/3-run-fruit-detector-edge/translations/README.bn.md @@ -0,0 +1,615 @@ +# Edge āĻ Fruit Detector āĻĒāĻ°āĻŋāĻšāĻžāĻ˛āĻ¨āĻž āĻ•āĻ°āĻž + +![A sketchnote overview of this lesson](../../../../sketchnotes/lesson-17.jpg) + +> āĻ¸ā§āĻ•ā§‡āĻšāĻ¨ā§‹āĻŸāĻŸāĻŋ āĻ¤ā§ˆāĻ°ā§€ āĻ•āĻ°ā§‡āĻ›āĻŋ [Nitya Narasimhan](https://github.com/nitya)āĨ¤ āĻŦā§œ āĻ¸āĻ‚āĻ¸ā§āĻ•āĻ°āĻŖā§‡ āĻĻā§‡āĻ–āĻžāĻ° āĻœāĻ¨ā§āĻ¯ āĻ›āĻŦāĻŋāĻŸāĻŋāĻ¤ā§‡ āĻ•ā§āĻ˛āĻŋāĻ• āĻ•āĻ°āĻ¤ā§‡ āĻšāĻŦā§‡āĨ¤ + +āĻāĻ‡ āĻ­āĻŋāĻĄāĻŋāĻ“āĻŸāĻŋ āĻ†āĻ‡āĻ“āĻŸāĻŋ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡ āĻšāĻ˛āĻŽāĻžāĻ¨ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ°āĻ—ā§āĻ˛āĻŋāĻ° āĻāĻ•āĻŸāĻŋ āĻ¸āĻ‚āĻ•ā§āĻˇāĻŋāĻĒā§āĻ¤ āĻŦāĻŋāĻŦāĻ°āĻŖ āĻĻā§‡āĻ¯āĻŧ, āĻ¯ā§‡ āĻŦāĻŋāĻˇāĻ¯āĻŧāĻŸāĻŋ āĻāĻ‡ āĻĒāĻžāĻ ā§‡āĻ‡ āĻ…āĻ¨ā§āĻ¤āĻ°ā§āĻ­ā§āĻ•ā§āĻ¤āĨ¤ + +[![Custom Vision AI on Azure IoT Edge](https://img.youtube.com/vi/_K5fqGLO8us/0.jpg)](https://www.youtube.com/watch?v=_K5fqGLO8us) + +> đŸŽĨ āĻ‰āĻĒāĻ°ā§‡āĻ° āĻ›āĻŦāĻŋāĻ¤ā§‡ āĻ•ā§āĻ˛āĻŋāĻ• āĻ•āĻ°ā§‡ āĻ­āĻŋāĻĄāĻŋāĻ“āĻŸāĻŋ āĻĻā§‡āĻ–ā§‡ āĻ¨āĻŋāĻ‡ + +## āĻ˛ā§‡āĻ•āĻšāĻžāĻ°-āĻĒā§‚āĻ°ā§āĻŦāĻŦāĻ°ā§āĻ¤ā§€ āĻ•ā§āĻ‡āĻœ + +[āĻ˛ā§‡āĻ•āĻšāĻžāĻ°-āĻĒā§‚āĻ°ā§āĻŦāĻŦāĻ°ā§āĻ¤ā§€ āĻ•ā§āĻ‡āĻœ](https://brave-island-0b7c7f50f.azurestaticapps.net/quiz/33) + +## āĻ¸ā§‚āĻšāĻ¨āĻž + +āĻ—āĻ¤ āĻĒāĻžāĻ ā§‡ āĻ†āĻŽāĻ°āĻž āĻĒāĻžāĻ•āĻž āĻāĻŦāĻ‚ āĻ•āĻžāĻāĻšāĻž āĻĢāĻ˛ā§‡āĻ° āĻļā§āĻ°ā§‡āĻŖāĻŋāĻŦāĻŋāĻ¨ā§āĻ¯āĻžāĻ¸ āĻ•āĻ°āĻ¤ā§‡ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ° āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡āĻ›āĻŋ, āĻ‡āĻ¨ā§āĻŸāĻžāĻ°āĻ¨ā§‡āĻŸā§‡ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ†āĻ‡āĻ“āĻŸāĻŋ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡ āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻĻā§āĻŦāĻžāĻ°āĻž āĻ§āĻžāĻ°āĻŖ āĻ•āĻ°āĻž āĻāĻ•āĻŸāĻŋ āĻ›āĻŦāĻŋ āĻ•ā§āĻ˛āĻžāĻ‰āĻĄ āĻ¸āĻžāĻ°ā§āĻ­āĻŋāĻ¸ā§‡ āĻĒāĻžāĻ āĻŋāĻ¯āĻŧā§‡āĻ›āĻŋāĨ¤ āĻāĻ‡ āĻ•āĻžāĻœāĻ—ā§āĻ˛āĻŋ āĻšāĻ¤ā§‡ āĻ¸āĻŽāĻ¯āĻŧ āĻ¨ā§‡āĻ¯āĻŧ, āĻ…āĻ°ā§āĻĨ āĻŦā§āĻ¯āĻ¯āĻŧ āĻšā§Ÿ āĻāĻŦāĻ‚ āĻ†āĻŽāĻ°āĻž āĻ¯ā§‡ āĻ§āĻ°āĻŖā§‡āĻ° āĻ›āĻŦāĻŋ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻ›āĻŋ, āĻ¤āĻžāĻ° āĻ‰āĻĒāĻ° āĻ¨āĻŋāĻ°ā§āĻ­āĻ° āĻ•āĻ°ā§‡ āĻ—ā§‹āĻĒāĻ¨ā§€āĻ¯āĻŧāĻ¤āĻž āĻ¸ā§āĻ‚āĻ•ā§āĻ°āĻžāĻ¨ā§āĻ¤ āĻŦāĻŋāĻˇā§Ÿā§‡āĻ° āĻĒā§āĻ°āĻ­āĻžāĻŦ āĻĨāĻžāĻ•āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡āĨ¤ + +āĻāĻ‡ āĻĒāĻžāĻ ā§‡ āĻ†āĻŽāĻ°āĻž āĻļāĻŋāĻ–āĻŦā§‹ āĻ•āĻŋāĻ­āĻžāĻŦā§‡ āĻŽā§‡āĻļāĻŋāĻ¨ āĻ˛āĻžāĻ°ā§āĻ¨āĻŋāĻ‚ (āĻāĻŽāĻāĻ˛) āĻŽāĻĄā§‡āĻ˛āĻ—ā§āĻ˛āĻŋ Edge āĻ āĻšāĻžāĻ˛āĻžāĻ¨ā§‹ āĻ¯āĻžāĻ¯āĻŧ - āĻ•ā§āĻ˛āĻžāĻ‰āĻĄā§‡āĻ° āĻĒāĻ°āĻŋāĻŦāĻ°ā§āĻ¤ā§‡ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ¨āĻŋāĻœā§‡āĻ° āĻ¨ā§‡āĻŸāĻ“āĻ¯āĻŧāĻžāĻ°ā§āĻ•ā§‡ āĻšāĻ˛āĻŽāĻžāĻ¨ āĻ†āĻ‡āĻ“āĻŸāĻŋ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡āĨ¤ āĻ†āĻŽāĻ°āĻž āĻ•ā§āĻ˛āĻžāĻ‰āĻĄ āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻŋāĻ‚ āĻŦāĻ¨āĻžāĻŽ Edge āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻŋāĻ‚ āĻāĻ° āĻ¸ā§āĻŦāĻŋāĻ§āĻž āĻāĻŦāĻ‚ āĻ…āĻ¸ā§āĻŦāĻŋāĻ§āĻž āĻ¸āĻŽā§āĻŦāĻ¨ā§āĻ§ā§‡ āĻœāĻžāĻ¨āĻŦā§‹, āĻ•āĻŋāĻ­āĻžāĻŦā§‡ āĻ†āĻŽāĻžāĻĻā§‡āĻ° AI āĻŽāĻĄā§‡āĻ˛āĻ•ā§‡ Edge āĻ āĻ¸ā§āĻĨāĻžāĻĒāĻ¨ āĻ•āĻ°āĻŦā§‹ āĻāĻŦāĻ‚ āĻ•āĻŋāĻ­āĻžāĻŦā§‡ āĻ†āĻŽāĻžāĻĻā§‡āĻ° IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨā§‡āĻ•ā§‡ āĻāĻŸāĻŋ āĻ…ā§āĻ¯āĻžāĻ•ā§āĻ¸ā§‡āĻ¸ āĻ•āĻ°āĻŦā§‹ āĻ¸ā§‡āĻŸāĻŋāĻ“ āĻĻā§‡āĻ–āĻŦā§‹āĨ¤ + +āĻāĻ‡ āĻĒāĻžāĻ ā§‡ āĻ†āĻŽāĻ°āĻž āĻļāĻŋāĻ–āĻŦā§‹ : + +* [Edge computing](#edge-computing) +* [Azure IoT Edge](#Azure-IoT-Edge) +* [IoT Edge device āĻ°ā§‡āĻœāĻŋāĻ¸ā§āĻŸāĻžāĻ° āĻ•āĻ°āĻž](#IoT-Edge-device-āĻ°ā§‡āĻœāĻŋāĻ¸ā§āĻŸāĻžāĻ°-āĻ•āĻ°āĻž) +* [IoT Edge device āĻ¸ā§‡āĻŸāĻžāĻĒ āĻ•āĻ°āĻž](#IoT-Edge-device-āĻ¸ā§‡āĻŸāĻžāĻĒ-āĻ•āĻ°āĻž) +* [āĻŽāĻĄā§‡āĻ˛ āĻāĻ•ā§āĻ¸āĻĒā§‹āĻ°ā§āĻŸ āĻ•āĻ°āĻž](#āĻŽāĻĄā§‡āĻ˛-āĻāĻ•ā§āĻ¸āĻĒā§‹āĻ°ā§āĻŸ-āĻ•āĻ°āĻž) +* [āĻĄā§‡āĻĒā§āĻ˛ā§ŸāĻŽā§‡āĻ¨ā§āĻŸā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ° āĻĒā§āĻ°āĻ¸ā§āĻ¤ā§āĻ¤āĻ•āĻ°āĻŖ](#āĻĄā§‡āĻĒā§āĻ˛ā§ŸāĻŽā§‡āĻ¨ā§āĻŸā§‡āĻ°-āĻœāĻ¨ā§āĻ¯-āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ°-āĻĒā§āĻ°āĻ¸ā§āĻ¤ā§āĻ¤āĻ•āĻ°āĻŖ) +* [āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ° āĻĄā§‡āĻĒā§āĻ˛ā§Ÿ āĻ•āĻ°āĻž](#āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ°-āĻĄā§‡āĻĒā§āĻ˛ā§Ÿ-āĻ•āĻ°āĻž) +* [āĻ†āĻŽāĻžāĻĻā§‡āĻ° IoT Edge device āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻž](#āĻ†āĻŽāĻžāĻĻā§‡āĻ°-IoT-Edge-device-āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ°-āĻ•āĻ°āĻž) + +## Edge computing + +Edge āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻŋāĻ‚āĻ¯āĻŧā§‡āĻ° āĻ§āĻžāĻ°āĻŖāĻž āĻŸāĻŋ āĻāĻŽāĻ¨ āĻ¯ā§‡ āĻ¯ā§‡āĻ–āĻžāĻ¨ā§‡ āĻĄā§‡āĻŸāĻž āĻ¤ā§ˆāĻ°ā§€ āĻŦāĻž āĻ¯ā§‡āĻ–āĻžāĻ¨ āĻĨā§‡āĻ•ā§‡āĻ‡ āĻ—ā§ƒāĻšā§€āĻ¤ āĻšā§Ÿ, āĻ¸ā§‡āĻ–āĻžāĻ¨āĻ•āĻžāĻ° āĻ•āĻžāĻ›āĻžāĻ•āĻžāĻ›āĻŋ āĻĄā§‡āĻŸāĻž āĻĒā§āĻ°āĻ¸ā§‡āĻ¸ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻžāĨ¤ āĻ•ā§āĻ˛āĻžāĻ‰āĻĄā§‡ āĻāĻ‡ āĻĒā§āĻ°āĻ¸ā§‡āĻ¸āĻŋāĻ‚ āĻāĻ° āĻĒāĻ°āĻŋāĻŦāĻ°ā§āĻ¤ā§‡, āĻāĻŸāĻŋ āĻ•ā§āĻ˛āĻžāĻ‰āĻĄā§‡āĻ° Edge āĻ āĻ¸ā§āĻĨāĻžāĻ¨āĻžāĻ¨ā§āĻ¤āĻ°āĻŋāĻ¤ āĻšāĻ¯āĻŧ - āĻ¯ā§‡āĻŸāĻŋ āĻ•āĻŋāĻ¨āĻž āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ…āĻ­ā§āĻ¯āĻ¨ā§āĻ¤āĻ°ā§€āĻŖ āĻ¨ā§‡āĻŸāĻ“āĻ¯āĻŧāĻžāĻ°ā§āĻ•āĨ¤ + +![An architecture diagram showing internet services in the cloud and IoT devices on a local network](../../../../images/cloud-without-edge.png) + +āĻ āĻĒāĻ°ā§āĻ¯āĻ¨ā§āĻ¤ āĻĒāĻžāĻ āĻ—ā§āĻ˛āĻŋāĻ¤ā§‡ āĻ†āĻŽāĻ°āĻž āĻļāĻŋāĻ–ā§‡āĻ›āĻŋ āĻ•ā§€āĻ­āĻžāĻŦā§‡ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ•āĻžāĻ›ā§‡āĻ° āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸āĻ—ā§āĻ˛āĻŋ āĻ¤āĻĨā§āĻ¯ āĻ¸āĻ‚āĻ—ā§āĻ°āĻš āĻāĻŦāĻ‚ āĻ•ā§āĻ˛āĻžāĻ‰āĻĄā§‡ āĻĄā§‡āĻŸāĻž āĻĒāĻžāĻ āĻžāĻ¨ā§‹āĻ° āĻœāĻ¨ā§āĻ¯ āĻŦāĻŋāĻļā§āĻ˛ā§‡āĻˇāĻŖ āĻ•āĻ°ā§‡, āĻ•ā§āĻ˛āĻžāĻ‰āĻĄā§‡ āĻ¸āĻžāĻ°ā§āĻ­āĻžāĻ°āĻšā§€āĻ¨ āĻĢāĻžāĻ‚āĻļāĻ¨ āĻŦāĻž āĻāĻ†āĻ‡ āĻŽāĻĄā§‡āĻ˛ āĻ•ā§€āĻ­āĻžāĻŦā§‡ āĻšāĻžāĻ˛āĻžāĻ¨ā§‹ āĻšāĻ¯āĻŧāĨ¤ + +![An architecture diagram showing IoT devices on a local network connecting to edge devices, and those edge devices connect to the cloud](../../../../images/cloud-with-edge.png) + +Edge āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻŋāĻ‚ āĻ āĻŽā§‚āĻ˛āĻ¤ āĻ•āĻŋāĻ›ā§ āĻ•ā§āĻ˛āĻžāĻ‰āĻĄ āĻĒāĻ°āĻŋāĻˇā§‡āĻŦāĻž āĻŦāĻž āĻ¸āĻžāĻ°ā§āĻ­āĻŋāĻ¸āĻ•ā§‡ āĻ•ā§āĻ˛āĻžāĻ‰āĻĄ āĻĨā§‡āĻ•ā§‡ āĻ¸āĻ°āĻŋāĻ¯āĻŧā§‡ āĻāĻŦāĻ‚ IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻ¯ā§‡ āĻ¨ā§‡āĻŸāĻ“āĻ¯āĻŧāĻžāĻ°ā§āĻ•ā§‡ āĻšāĻ˛āĻŽāĻžāĻ¨ āĻ¸ā§‡āĻ‡ āĻāĻ•āĻ‡ āĻ¨ā§‡āĻŸāĻ“ā§ŸāĻžāĻ°ā§āĻ•ā§‡āĻ° āĻ•ā§‹āĻ¨ āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻžāĻ°ā§‡ āĻ¨āĻŋā§Ÿā§‡ āĻ†āĻ¸āĻžāĨ¤ āĻļā§āĻ§ā§āĻŽāĻžāĻ¤ā§āĻ° āĻĒā§āĻ°āĻ¯āĻŧā§‹āĻœāĻ¨ āĻšāĻ˛ā§‡āĻ‡ āĻ•ā§āĻ˛āĻžāĻ‰āĻĄā§‡āĻ° āĻ¸āĻžāĻĨā§‡ āĻ¯ā§‹āĻ—āĻžāĻ¯ā§‹āĻ— āĻ•āĻ°āĻž āĻšāĻŦā§‡āĨ¤ āĻ‰āĻĻāĻžāĻšāĻ°āĻŖāĻ¸ā§āĻŦāĻ°ā§‚āĻĒ, āĻ†āĻŽāĻ°āĻž āĻ•ā§‹āĻ¨ āĻĢāĻ˛ āĻĒāĻžāĻ•āĻž āĻ•āĻŋāĻ¨āĻž āĻ¤āĻž āĻŦāĻŋāĻļā§āĻ˛ā§‡āĻˇāĻŖ āĻ•āĻ°āĻ¤ā§‡ Edge āĻāĻ° āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡ āĻāĻ†āĻ‡ āĻŽāĻĄā§‡āĻ˛ āĻšāĻžāĻ˛āĻžāĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ āĻāĻŦāĻ‚ āĻļā§āĻ§ā§āĻŽāĻžāĻ¤ā§āĻ° āĻŦāĻŋāĻļā§āĻ˛ā§‡āĻˇāĻŖāĻ—ā§āĻ˛āĻŋ āĻ•ā§āĻ˛āĻžāĻ‰āĻĄā§‡ āĻĢā§‡āĻ°āĻ¤ āĻĒāĻžāĻ āĻžāĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ, āĻ¯ā§‡āĻŽāĻ¨ āĻĢāĻ˛ā§‡āĻ° āĻĒāĻžāĻ•āĻž āĻŦāĻ¨āĻžāĻŽ āĻ•āĻžāĻāĻšāĻž āĻĢāĻ˛ā§‡āĻ° āĻ¸āĻ‚āĻ–ā§āĻ¯āĻžāĨ¤ + +✅ āĻ†āĻŽāĻ°āĻž āĻāĻ¤āĻĻāĻŋāĻ¨ āĻĒāĻ°ā§āĻ¯āĻ¨ā§āĻ¤ āĻļā§‡āĻ–āĻž āĻ†āĻ‡āĻ“āĻŸāĻŋ āĻ…ā§āĻ¯āĻžāĻĒā§āĻ˛āĻŋāĻ•ā§‡āĻļāĻ¨āĻ—ā§āĻ˛āĻŋ āĻ¸āĻŽā§āĻĒāĻ°ā§āĻ•ā§‡ āĻšāĻŋāĻ¨ā§āĻ¤āĻž āĻ•āĻ°āĻŋāĨ¤ āĻ¤āĻžāĻĻā§‡āĻ° āĻ•ā§‹āĻ¨ āĻ…āĻ‚āĻļāĻ—ā§āĻ˛āĻŋ Edge āĻ āĻ¨āĻŋā§Ÿā§‡ āĻ†āĻ¸āĻž āĻ¯ā§‡āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡āĨ¤ + +### āĻ¸ā§āĻŦāĻŋāĻ§āĻž + +Edge āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻŋāĻ‚ āĻāĻ° āĻ¸ā§āĻŦāĻŋāĻ§āĻž āĻ—ā§āĻ˛ā§‹ āĻšāĻ˛ā§‹: + +1. **āĻĻā§āĻ°āĻ¤āĻ¤āĻž** - āĻ¸āĻŽāĻ¯āĻŧ-āĻ¸āĻ‚āĻŦā§‡āĻĻāĻ¨āĻļā§€āĻ˛ (time-sensitive) āĻ¤āĻĨā§āĻ¯ā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻ–ā§āĻŦāĻ‡ āĻ¸ā§āĻŦāĻŋāĻ§āĻžāĻœāĻ¨āĻ• āĻ•āĻžāĻ°āĻŖ āĻ¸āĻŽāĻ—ā§āĻ° āĻ‡āĻ¨ā§āĻŸāĻžāĻ°āĻ¨ā§‡āĻŸ āĻœā§āĻĄāĻŧā§‡ āĻ¸āĻ‚āĻ¯ā§‹āĻ— āĻ•āĻ°āĻžāĻ° āĻĒāĻ°āĻŋāĻŦāĻ°ā§āĻ¤ā§‡ āĻ˛ā§‹āĻ•āĻžāĻ˛ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡āĻ‡ āĻ•āĻžāĻœāĻ—ā§āĻ˛āĻŋ āĻ•āĻ°āĻž āĻšāĻ¯āĻŧāĨ¤ āĻāĻŸāĻŋ āĻ‰āĻšā§āĻš āĻ—āĻ¤āĻŋāĻ¤ā§‡ āĻ¤āĻž āĻ•āĻ°āĻ¤ā§‡ āĻ¸āĻ•ā§āĻˇāĻŽ āĻšāĻ¯āĻŧ āĻ•āĻžāĻ°āĻŖ āĻ…āĻ­ā§āĻ¯āĻ¨ā§āĻ¤āĻ°ā§€āĻŖ āĻ¨ā§‡āĻŸāĻ“āĻ¯āĻŧāĻžāĻ°ā§āĻ•āĻ—ā§āĻ˛āĻŋ āĻ‡āĻ¨ā§āĻŸāĻžāĻ°āĻ¨ā§‡āĻŸ āĻ¸āĻ‚āĻ¯ā§‹āĻ—ā§‡āĻ° āĻ¤ā§āĻ˛āĻ¨āĻžāĻ¯āĻŧ āĻ¯āĻĨā§‡āĻˇā§āĻŸ āĻĻā§āĻ°ā§āĻ¤ āĻ—āĻ¤āĻŋāĻ¤ā§‡ āĻšāĻ˛āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡, āĻ¯āĻžāĻ° āĻĄā§‡āĻŸāĻž āĻ…āĻ¨ā§‡āĻ• āĻ•āĻŽ āĻĻā§‚āĻ°āĻ¤ā§āĻŦā§‡ āĻ­ā§āĻ°āĻŽāĻŖ āĻ•āĻ°ā§‡āĨ¤ + + > 💁 āĻ‡āĻ¨ā§āĻŸāĻžāĻ°āĻ¨ā§‡āĻŸ āĻ¸āĻ‚āĻ¯ā§‹āĻ—ā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻ…āĻĒāĻŸāĻŋāĻ•ā§āĻ¯āĻžāĻ˛ āĻ•ā§āĻ¯āĻžāĻŦāĻ˛ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻž āĻšāĻ˛ā§‡āĻ“ , āĻ†āĻ˛ā§‹āĻ° āĻ—āĻ¤āĻŋāĻ¤ā§‡ āĻĄā§‡āĻŸāĻž āĻĒāĻ°āĻŋāĻŦāĻšāĻŖā§‡āĻ° āĻ¸ā§āĻ¯ā§‹āĻ— āĻĻā§‡ā§ŸāĻž āĻšāĻ˛ā§‡āĻ“, āĻĄā§‡āĻŸāĻž āĻ•ā§āĻ˛āĻžāĻ‰āĻĄ āĻĒā§āĻ°ā§‹āĻ­āĻžāĻ‡āĻĄāĻžāĻ°āĻĻā§‡āĻ° āĻ•āĻžāĻ›ā§‡ āĻĒā§ŒāĻ›āĻ¤ā§‡ āĻ¸āĻŽāĻ¯āĻŧ āĻ¨āĻŋāĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡āĨ¤ āĻ‰āĻĻāĻžāĻšāĻ°āĻŖāĻ¸ā§āĻŦāĻ°ā§‚āĻĒ, āĻ¯āĻĻāĻŋ āĻ†āĻŽāĻ°āĻž āĻ‡āĻ‰āĻ°ā§‹āĻĒ āĻĨā§‡āĻ•ā§‡ āĻŽāĻžāĻ°ā§āĻ•āĻŋāĻ¨ āĻ¯ā§āĻ•ā§āĻ¤āĻ°āĻžāĻˇā§āĻŸā§āĻ°ā§‡ āĻ•ā§āĻ˛āĻžāĻ‰āĻĄ āĻĒāĻ°āĻŋāĻˇā§‡āĻŦāĻžāĻĻāĻŋāĻ¤ā§‡ āĻĄā§‡āĻŸāĻž āĻĒāĻžāĻ āĻžāĻ‡ āĻ¤āĻŦā§‡ āĻ…āĻĒāĻŸāĻŋāĻ•ā§āĻ¯āĻžāĻ˛ āĻ•ā§āĻ¯āĻžāĻŦāĻ˛ā§‡ āĻ†āĻŸāĻ˛āĻžāĻ¨ā§āĻŸāĻŋāĻ• āĻ…āĻ¤āĻŋāĻ•ā§āĻ°āĻŽ āĻ•āĻ°āĻ¤ā§‡ āĻĄā§‡āĻŸāĻžāĻ° āĻœāĻ¨ā§āĻ¯ āĻ•āĻŽāĻĒāĻ•ā§āĻˇā§‡ 28ms āĻ¸āĻŽāĻ¯āĻŧ āĻ˛āĻžāĻ—ā§‡ (āĻāĻ–āĻžāĻ¨ā§‡ āĻ¤āĻžāĻ“ āĻ‰āĻĒā§‡āĻ•ā§āĻˇāĻž āĻ•āĻ°āĻž āĻšāĻšā§āĻ›ā§‡ - āĻŸā§āĻ°āĻžāĻ¨ā§āĻ¸āĻ…ā§āĻ¯āĻžāĻŸāĻ˛āĻžāĻ¨ā§āĻŸāĻŋāĻ• āĻ•ā§‡āĻŦāĻ˛ā§‡ āĻĄā§‡āĻŸāĻž āĻĒāĻžāĻ“ā§ŸāĻž, āĻŦā§ˆāĻĻā§āĻ¯ā§āĻ¤āĻŋāĻ• āĻĨā§‡āĻ•ā§‡ āĻ†āĻ˛ā§‹āĻ•ā§€ā§Ÿ āĻ¸āĻ‚āĻ•ā§‡āĻ¤ā§‡ āĻ°ā§‚āĻĒāĻžāĻ¨ā§āĻ¤āĻ° āĻāĻŦāĻ‚ āĻ¤āĻžāĻ°āĻĒāĻ° āĻ†āĻŦāĻžāĻ° āĻ…āĻĒāĻŸāĻŋāĻ•ā§āĻ¯āĻžāĻ˛ āĻ•ā§āĻ¯āĻžāĻŦāĻ˛ āĻĨā§‡āĻ•ā§‡ āĻ•ā§āĻ˛āĻžāĻ‰āĻĄ āĻĒā§āĻ°ā§‹āĻ­āĻžāĻ‡āĻĄāĻžāĻ°ā§‡āĻ° āĻ•āĻžāĻ›ā§‡ āĻĒā§ŒāĻ›āĻžāĻ¨ā§‹āĻ° āĻŽāĻ¤ āĻŦāĻŋāĻˇā§ŸāĻ—ā§āĻ˛ā§‹)āĨ¤ + + Edge āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻŋāĻ‚āĻ¯āĻŧā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻ•āĻŽ āĻ¨ā§‡āĻŸāĻ“āĻ¯āĻŧāĻžāĻ°ā§āĻ• āĻŸā§āĻ°ā§āĻ¯āĻžāĻĢāĻŋāĻ•ā§‡āĻ° āĻĒā§āĻ°āĻ¯āĻŧā§‹āĻœāĻ¨ āĻšāĻ¯āĻŧ, āĻāĻ¤ā§‡ āĻ•āĻ°ā§‡ āĻ‡āĻ¨ā§āĻŸāĻžāĻ°āĻ¨ā§‡āĻŸ āĻ¸āĻ‚āĻ¯ā§‹āĻ—ā§‡āĻ° āĻ¸ā§€āĻŽāĻŋāĻ¤ āĻŦā§āĻ¯āĻžāĻ¨ā§āĻĄāĻ‰āĻ‡āĻĨā§‡āĻ° āĻ¸āĻŽāĻ¸ā§āĻ¯āĻž āĻŦāĻž āĻāĻ° āĻŽāĻ§ā§āĻ¯ā§‡ āĻ¯āĻžāĻ¨āĻœāĻŸā§‡āĻ° āĻĢāĻ˛ā§‡ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻĄā§‡āĻŸāĻž āĻĒāĻ°āĻŋāĻŦāĻšāĻ¨ āĻ§ā§€āĻ° āĻšāĻ“āĻ¯āĻŧāĻžāĻ° āĻā§āĻāĻ•āĻŋ āĻšā§āĻ°āĻžāĻ¸ āĻ•āĻ°ā§‡āĨ¤ + +1. **āĻĻā§‚āĻ°āĻŦāĻ°ā§āĻ¤ā§€ āĻ¸āĻ‚āĻ¯ā§‹āĻ— āĻ¨āĻŋā§ŸāĻ¨ā§āĻ¤ā§āĻ°āĻŖ** - Edge āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻŋāĻ‚ āĻ•āĻžāĻœ āĻ•āĻ°ā§‡ āĻ¯āĻ–āĻ¨ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ•ā§‹āĻ¨ āĻ‡āĻ¨ā§āĻŸāĻžāĻ°āĻ¨ā§‡āĻŸ āĻ¸āĻ‚āĻ¯ā§‹āĻ— āĻĨāĻžāĻ•ā§‡āĻ¨āĻž āĻŦāĻž āĻ–ā§āĻŦāĻ‡ āĻ¸ā§€āĻŽāĻŋāĻ¤ āĻĒāĻ°ā§āĻ¯āĻžā§Ÿā§‡āĻ° āĻšā§ŸāĨ¤ āĻ‰āĻĻāĻžāĻšāĻ°āĻŖāĻ¸ā§āĻŦāĻ°ā§‚āĻĒ āĻ¯āĻ–āĻ¨ āĻĒāĻ°āĻŋāĻŦā§‡āĻļāĻ—āĻ¤ āĻĻā§‚āĻ°ā§āĻ¯ā§‹āĻ— āĻ˜āĻŸā§‡, āĻ¤āĻ–āĻ¨ āĻ‡āĻ¨ā§āĻŸāĻžāĻ°āĻ¨ā§‡āĻŸā§‡āĻ° āĻ•ā§‹āĻ¨ āĻāĻ•āĻ¸ā§‡āĻ¸ āĻĨāĻžāĻ•ā§‡āĻ¨āĻžāĨ¤ + +1. **āĻ…āĻ˛ā§āĻĒ āĻ–āĻ°āĻš** - Edge āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡ āĻĄā§‡āĻŸāĻž āĻ¸āĻ‚āĻ—ā§āĻ°āĻš, āĻ¸āĻžā§āĻšāĻ¯āĻŧ, āĻŦāĻŋāĻļā§āĻ˛ā§‡āĻˇāĻŖ āĻāĻŦāĻ‚ āĻŸā§āĻ°āĻŋāĻ—āĻžāĻ°āĻŋāĻ‚ āĻ•āĻžāĻ°ā§āĻ¯āĻ•ā§āĻ°āĻŽ āĻ¸āĻŽā§āĻĒāĻžāĻĻāĻ¨ āĻ•āĻ°āĻž āĻ•ā§āĻ˛āĻžāĻ‰āĻĄ āĻĒāĻ°āĻŋāĻˇā§‡āĻŦāĻžāĻ° āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻšā§āĻ°āĻžāĻ¸ āĻ•āĻ°ā§‡ āĻ¯āĻž āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ†āĻ‡āĻ“āĻŸāĻŋ āĻ…ā§āĻ¯āĻžāĻĒā§āĻ˛āĻŋāĻ•ā§‡āĻļāĻ¨ā§‡āĻ° āĻ¸āĻžāĻŽāĻ—ā§āĻ°āĻŋāĻ• āĻ–āĻ°āĻš āĻ•āĻŽāĻžāĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡āĨ¤ Edge āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻŋāĻ‚āĻ¯āĻŧā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻĄāĻŋāĻœāĻžāĻ‡āĻ¨ āĻ•āĻ°āĻž āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡ āĻ¸āĻžāĻŽā§āĻĒā§āĻ°āĻ¤āĻŋāĻ• āĻ…āĻ¨ā§‡āĻ• āĻ‰āĻ¨ā§āĻ¨ā§ŸāĻ¨ āĻšāĻ¯āĻŧā§‡āĻ›ā§‡, āĻ¸āĻŽā§āĻĒā§āĻ°āĻ¤āĻŋ āĻāĻ†āĻ‡ āĻāĻ•ā§āĻ¸āĻŋāĻ˛āĻžāĻ°ā§‡āĻŸāĻ° āĻŦā§‹āĻ°ā§āĻĄ āĻ¯ā§‡āĻŽāĻ¨ [NVIDIA āĻœā§‡āĻŸāĻ¸āĻ¨ āĻ¨ā§āĻ¯āĻžāĻ¨ā§‹](https://developer.nvidia.com/embedded/jetson-nano-developer-kit) āĻāĻ° āĻ†āĻŦāĻŋāĻ°ā§āĻ­āĻžāĻŦ āĻ˜āĻŸā§‡āĻ›ā§‡, āĻ¯āĻž GPU-āĻ­āĻŋāĻ¤ā§āĻ¤āĻŋāĻ• āĻšāĻžāĻ°ā§āĻĄāĻ“āĻ¯āĻŧā§āĻ¯āĻžāĻ° āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ AI āĻ“āĻ¯āĻŧāĻžāĻ°ā§āĻ•āĻ˛ā§‹āĻĄāĻ—ā§āĻ˛āĻŋ āĻšāĻžāĻ˛āĻžāĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡ āĻ¯ā§‡ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸āĻ—ā§āĻ˛āĻŋāĻ° āĻĻāĻžāĻŽ US $100 āĻāĻ°āĻ“ āĻ•āĻŽāĨ¤ + +1. **āĻ—ā§‹āĻĒāĻ¨ā§€āĻ¯āĻŧāĻ¤āĻž āĻāĻŦāĻ‚ āĻ¨āĻŋāĻ°āĻžāĻĒāĻ¤ā§āĻ¤āĻž** - Edge āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻŋāĻ‚ āĻāĻ° āĻ•ā§āĻˇā§‡āĻ¤ā§āĻ°ā§‡ āĻĄā§‡āĻŸāĻž āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ¨ā§‡āĻŸāĻ“āĻ¯āĻŧāĻžāĻ°ā§āĻ•ā§‡ āĻĨāĻžāĻ•ā§‡ āĻāĻŦāĻ‚ āĻ•ā§āĻ˛āĻžāĻ‰āĻĄā§‡ āĻ†āĻĒāĻ˛ā§‹āĻĄ āĻ•āĻ°āĻž āĻšāĻ¯āĻŧ āĻ¨āĻžāĨ¤ āĻāĻŸāĻŋ āĻĒā§āĻ°āĻžāĻ¯āĻŧāĻļāĻ‡ āĻ¸āĻ‚āĻŦā§‡āĻĻāĻ¨āĻļā§€āĻ˛ āĻāĻŦāĻ‚ āĻŦā§āĻ¯āĻ•ā§āĻ¤āĻŋāĻ—āĻ¤āĻ­āĻžāĻŦā§‡ āĻļāĻ¨āĻžāĻ•ā§āĻ¤āĻ¯ā§‹āĻ—ā§āĻ¯ āĻ¤āĻĨā§āĻ¯ā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻ…āĻ§āĻŋāĻ•āĻ¤āĻ° āĻ•āĻ˛ā§āĻ¯āĻžāĻŖāĻœāĻ¨āĻ•āĨ¤ āĻāĻ›āĻžā§œāĻžāĻ“ āĻĄā§‡āĻŸāĻž āĻŦāĻŋāĻļā§āĻ˛ā§‡āĻˇāĻŖ āĻ•āĻ°āĻžāĻ° āĻĒāĻ°ā§‡ āĻĄā§‡āĻŸāĻž āĻ¸āĻ‚āĻ°āĻ•ā§āĻˇāĻŖ āĻ•āĻ°āĻžāĻ° āĻĒā§āĻ°āĻ¯āĻŧā§‹āĻœāĻ¨ āĻšāĻ¯āĻŧ āĻ¨āĻž, āĻ¯āĻž āĻĄā§‡āĻŸāĻž āĻĢāĻžāĻāĻ¸ā§‡āĻ° āĻā§āĻāĻ•āĻŋ āĻ…āĻ¨ā§‡āĻ• āĻ•āĻŽāĻŋāĻ¯āĻŧā§‡ āĻĻā§‡āĻ¯āĻŧāĨ¤ āĻ‰āĻĻāĻžāĻšāĻ°āĻŖāĻ—ā§āĻ˛āĻŋāĻ° āĻŽāĻ§ā§āĻ¯ā§‡ āĻ°āĻ¯āĻŧā§‡āĻ›ā§‡ āĻŽā§‡āĻĄāĻŋāĻ•ā§‡āĻ˛ āĻĄā§‡āĻŸāĻž āĻāĻŦāĻ‚ āĻ¸āĻŋāĻ¸āĻŋāĻŸāĻŋāĻ­āĻŋ āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻĢā§āĻŸā§‡āĻœāĨ¤ + +1. **āĻ…āĻ¨āĻŋāĻ°āĻžāĻĒāĻĻ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸āĻ—ā§āĻ˛āĻŋ āĻĒāĻ°āĻŋāĻšāĻžāĻ˛āĻ¨āĻž āĻ•āĻ°āĻž** - āĻ¯āĻĻāĻŋ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻœāĻžāĻ¨āĻžāĻŽāĻ¤ā§‡ āĻ¨āĻŋāĻ°āĻžāĻĒāĻ¤ā§āĻ¤āĻž āĻ¤ā§āĻ°ā§āĻŸāĻŋāĻ¯ā§āĻ•ā§āĻ¤ āĻ•ā§‹āĻ¨ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨāĻžāĻ•ā§‡ āĻ¯āĻž āĻ†āĻŽāĻ°āĻž āĻ¸āĻ°āĻžāĻ¸āĻ°āĻŋ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ¨ā§‡āĻŸāĻ“āĻ¯āĻŧāĻžāĻ°ā§āĻ• āĻŦāĻž āĻ‡āĻ¨ā§āĻŸāĻžāĻ°āĻ¨ā§‡āĻŸā§‡āĻ° āĻ¸āĻžāĻĨā§‡ āĻ¸āĻ‚āĻ¯ā§āĻ•ā§āĻ¤ āĻ•āĻ°āĻ¤ā§‡ āĻšāĻžāĻ‡ āĻ¨āĻž, āĻ¸ā§‡āĻ—ā§āĻ˛āĻŋāĻ•ā§‡ āĻāĻ•āĻŸāĻŋ āĻĒā§ƒāĻĨāĻ• āĻ¨ā§‡āĻŸāĻ“āĻ¯āĻŧāĻžāĻ°ā§āĻ•ā§‡ āĻ—ā§‡āĻŸāĻ“āĻ¯āĻŧā§‡ āĻ†āĻ‡āĻ“āĻŸāĻŋ Edge āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡ āĻ¸āĻ‚āĻ¯ā§āĻ•ā§āĻ¤ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ āĻāĻ‡ Edge āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸āĻŸāĻŋ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻŦā§ƒāĻšāĻ¤ā§āĻ¤āĻ° āĻ¨ā§‡āĻŸāĻ“āĻ¯āĻŧāĻžāĻ°ā§āĻ• āĻŦāĻž āĻ‡āĻ¨ā§āĻŸāĻžāĻ°āĻ¨ā§‡āĻŸā§‡āĻ° āĻ¸āĻžāĻĨā§‡āĻ“ āĻ¸āĻ‚āĻ¯ā§‹āĻ— āĻ¸ā§āĻĨāĻžāĻĒāĻ¨ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡ āĻāĻŦāĻ‚ āĻĄā§‡āĻŸāĻž āĻĒā§āĻ°āĻŦāĻžāĻšāĻ•ā§‡ āĻ¸āĻžāĻŽāĻ¨ā§‡ āĻĒā§‡āĻ›āĻ¨ā§‡ āĻĒāĻ°āĻŋāĻšāĻžāĻ˛āĻ¨āĻž āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡āĨ¤ + +1. **āĻ…āĻ¸āĻžāĻŽāĻžā§āĻœāĻ¸ā§āĻ¯āĻĒā§‚āĻ°ā§āĻŖ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻ¸āĻžāĻĒā§‹āĻ°ā§āĻŸ** - āĻ¯āĻĻāĻŋ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻāĻŽāĻ¨ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨāĻžāĻ•ā§‡ āĻ¯āĻž IoT āĻšāĻžāĻŦā§‡āĻ° āĻ¸āĻžāĻĨā§‡ āĻ¸āĻ‚āĻ¯ā§‹āĻ— āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡ āĻ¨āĻž, āĻ‰āĻĻāĻžāĻšāĻ°āĻŖāĻ¸ā§āĻŦāĻ°ā§‚āĻĒ āĻāĻŽāĻ¨ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻ¯āĻž āĻļā§āĻ§ā§āĻŽāĻžāĻ¤ā§āĻ° HTTP āĻ¸āĻ‚āĻ¯ā§‹āĻ— āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ¸āĻ‚āĻ¯ā§‹āĻ— āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡ āĻŦāĻž āĻ¯ā§‡ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸āĻ—ā§āĻ˛āĻŋāĻ¤ā§‡ āĻ•ā§‡āĻŦāĻ˛āĻŽāĻžāĻ¤ā§āĻ° āĻŦā§āĻ˛ā§āĻŸā§āĻĨ āĻ¸āĻ‚āĻ¯ā§‹āĻ— āĻ†āĻ›ā§‡- āĻ¸ā§‡āĻ•ā§āĻˇā§‡āĻ¤ā§āĻ°ā§‡ āĻ†āĻŽāĻ°āĻž āĻāĻ•āĻŸāĻŋ IoT Edge āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸āĻ•ā§‡ āĻ—ā§‡āĻŸāĻ“āĻ¯āĻŧā§‡ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻšāĻŋāĻ¸āĻžāĻŦā§‡ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ , IoT Hub- āĻ āĻŦāĻžāĻ°ā§āĻ¤āĻž āĻĒāĻžāĻ āĻžāĻ¨ā§‹āĻ° āĻœāĻ¨ā§āĻ¯āĨ¤ + +✅ āĻ•āĻŋāĻ›ā§ āĻ—āĻŦā§‡āĻˇāĻŖāĻž āĻ•āĻ°āĻŋ: Edge āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻŋāĻ‚ āĻāĻ° āĻ…āĻ¨ā§āĻ¯ āĻ•ā§‹āĻ¨ āĻ•ā§‹āĻ¨ āĻ¸ā§āĻŦāĻŋāĻ§āĻž āĻĨāĻžāĻ•āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡? + +### āĻ…āĻ¸ā§āĻŦāĻŋāĻ§āĻž + +Edge āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻŋāĻ‚āĻ¯āĻŧā§‡āĻ° āĻ†āĻŦāĻžāĻ° āĻ•āĻŋāĻ›ā§ āĻ…āĻ¸ā§āĻŦāĻŋāĻ§āĻžāĻ“ āĻ°āĻ¯āĻŧā§‡āĻ›ā§‡, āĻ¯ā§‡āĻ¸āĻŦ āĻ•ā§āĻˇā§‡āĻ¤ā§āĻ°ā§‡ āĻ•ā§āĻ˛āĻžāĻ‰āĻĄ āĻ­āĻžāĻ˛ā§‹ āĻ…āĻĒāĻļāĻ¨ āĻšāĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡: + +1. **āĻ¸ā§āĻ•ā§‡āĻ˛ āĻāĻŦāĻ‚ āĻĢā§āĻ˛ā§‡āĻ•ā§āĻ¸āĻŋāĻŦāĻŋāĻ˛āĻŋāĻŸāĻŋ** - āĻ•ā§āĻ˛āĻžāĻ‰āĻĄ āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻŋāĻ‚ āĻ āĻ¸āĻžāĻ°ā§āĻ­āĻžāĻ° āĻāĻŦāĻ‚ āĻ…āĻ¨ā§āĻ¯āĻžāĻ¨ā§āĻ¯ āĻ°āĻŋāĻ¸ā§‹āĻ°ā§āĻ¸ āĻ¸āĻ‚āĻ¯ā§‹āĻœāĻ¨ āĻŦāĻž āĻšā§āĻ°āĻžāĻ¸ āĻ•āĻ°ā§‡ āĻ°āĻŋāĻ¯āĻŧā§‡āĻ˛ -āĻŸāĻžāĻ‡āĻŽā§‡ āĻ¨ā§‡āĻŸāĻ“āĻ¯āĻŧāĻžāĻ°ā§āĻ• āĻāĻŦāĻ‚ āĻĄā§‡āĻŸāĻž āĻĒā§āĻ°āĻ¯āĻŧā§‹āĻœāĻ¨ā§‡āĻ° āĻ¸āĻžāĻĨā§‡ āĻ¸āĻžāĻŽāĻžā§āĻœāĻ¸ā§āĻ¯ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡āĨ¤ āĻ•āĻŋāĻ¨ā§āĻ¤ā§ Edge āĻāĻ° āĻ¸ā§āĻŦāĻŋāĻ§āĻž āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻžāĻ°ā§‡ āĻ¯ā§‹āĻ— āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯ āĻŽā§āĻ¯āĻžāĻ¨ā§āĻ¯āĻŧāĻžāĻ˛āĻŋ āĻ†āĻ°ā§‹ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻ¯ā§‹āĻ— āĻ•āĻ°āĻž āĻĒā§āĻ°āĻ¯āĻŧā§‹āĻœāĻ¨āĨ¤ + +1. **āĻ¨āĻŋāĻ°ā§āĻ­āĻ°āĻ¯ā§‹āĻ—ā§āĻ¯āĻ¤āĻž āĻāĻŦāĻ‚ āĻ¸āĻšāĻ¨āĻļā§€āĻ˛āĻ¤āĻž** - āĻ•ā§āĻ˛āĻžāĻ‰āĻĄ āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻŋāĻ‚ āĻ āĻ…āĻĒā§āĻ°āĻ¯āĻŧā§‹āĻœāĻ¨ā§€āĻ¯āĻŧ āĻ…āĻ¤āĻŋāĻ°āĻŋāĻ•ā§āĻ¤ āĻ°āĻŋāĻ¸ā§‹āĻ°ā§āĻ¸ āĻāĻŦāĻ‚ āĻĻā§āĻ°ā§āĻ¯ā§‹āĻ—āĻ•āĻžāĻ˛ā§€āĻ¨ āĻĒāĻ°āĻŋāĻ¸ā§āĻĨāĻŋāĻ¤āĻŋ āĻā§œāĻžāĻ¨ā§‹āĻ° āĻœāĻ¨ā§āĻ¯ āĻĒā§āĻ°āĻžāĻ¯āĻŧāĻ‡ āĻāĻ•āĻžāĻ§āĻŋāĻ• āĻ¸ā§āĻĨāĻžāĻ¨ā§‡ āĻāĻ•āĻžāĻ§āĻŋāĻ• āĻ¸āĻžāĻ°ā§āĻ­āĻžāĻ° āĻ¸āĻ°āĻŦāĻ°āĻžāĻš āĻ•āĻ°ā§‡āĨ¤ Edge āĻ āĻāĻ•āĻ‡ āĻŽāĻžāĻ¤ā§āĻ°āĻžāĻ° āĻ…āĻĒā§āĻ°āĻ¯āĻŧā§‹āĻœāĻ¨ā§€āĻ¯āĻŧāĻ¤āĻžāĻ° āĻœāĻ¨ā§āĻ¯ āĻŦāĻĄāĻŧ āĻŦāĻŋāĻ¨āĻŋāĻ¯āĻŧā§‹āĻ— āĻāĻŦāĻ‚ āĻ•āĻ¨āĻĢāĻŋāĻ—āĻžāĻ°ā§‡āĻļāĻ¨ā§‡āĻ° āĻ•āĻžāĻœ āĻĒā§āĻ°āĻ¯āĻŧā§‹āĻœāĻ¨āĨ¤ + +1. **āĻ°āĻ•ā§āĻˇāĻŖāĻžāĻŦā§‡āĻ•ā§āĻˇāĻŖ** - āĻ•ā§āĻ˛āĻžāĻ‰āĻĄ āĻĒāĻ°āĻŋāĻˇā§‡āĻŦāĻž āĻĒā§āĻ°āĻĻāĻžāĻ¨āĻ•āĻžāĻ°ā§€āĻ°āĻžāĻ°āĻžāĻ‡ āĻ¸āĻŋāĻ¸ā§āĻŸā§‡āĻŽ āĻ°āĻ•ā§āĻˇāĻŖāĻžāĻŦā§‡āĻ•ā§āĻˇāĻŖ āĻāĻŦāĻ‚ āĻ†āĻĒāĻĄā§‡āĻŸ āĻĒā§āĻ°āĻĻāĻžāĻ¨ āĻ•āĻ°ā§‡āĨ¤ + +✅ āĻ•āĻŋāĻ›ā§ āĻ—āĻŦā§‡āĻˇāĻŖāĻž āĻ•āĻ°āĻŋ: Edge āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻŋāĻ‚āĻ¯āĻŧā§‡ āĻ…āĻ¨ā§āĻ¯ āĻ•ā§‹āĻ¨ āĻ…āĻ¸ā§āĻŦāĻŋāĻ§āĻž āĻĨāĻžāĻ•āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡? + +āĻ•ā§āĻ˛āĻžāĻ‰āĻĄ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻžāĻ° āĻ…āĻ¸ā§āĻŦāĻŋāĻ§āĻžāĻ° āĻŽāĻ§ā§āĻ¯ā§‡ āĻĻā§‡āĻ–āĻž āĻ¯āĻžā§Ÿ - āĻ†āĻŽāĻ°āĻž āĻ•ā§āĻ˛āĻžāĻ‰āĻĄ āĻ¸āĻ°āĻŦāĻ°āĻžāĻšāĻ•āĻžāĻ°ā§€āĻĻā§‡āĻ° āĻĻāĻ•ā§āĻˇāĻ¤āĻž āĻāĻŦāĻ‚ āĻ¸ā§āĻ•ā§‡āĻ˛ā§‡āĻ° āĻ‰āĻĒāĻ° āĻ¨āĻŋāĻ°ā§āĻ­āĻ° āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŦā§‹āĻ¨āĻž, āĻŦāĻ°āĻ‚ āĻ†āĻŽāĻžāĻĻā§‡āĻ°āĻ•ā§‡ āĻāĻ‡ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸āĻ—ā§āĻ˛āĻŋ āĻ¨āĻŋāĻœā§‡āĻ‡ āĻ¤ā§ˆāĻ°āĻŋ āĻāĻŦāĻ‚ āĻĒāĻ°āĻŋāĻšāĻžāĻ˛āĻ¨āĻž āĻ•āĻ°āĻ¤ā§‡ āĻšāĻŦā§‡āĨ¤ + +Edge āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻŋāĻ‚āĻ¯āĻŧā§‡āĻ° āĻĻā§āĻŦāĻžāĻ°āĻž āĻ•āĻŋāĻ›ā§ āĻā§āĻāĻ•āĻŋ āĻĒā§āĻ°āĻļāĻŽāĻŋāĻ¤ āĻ•āĻ°āĻž āĻ¯āĻžāĻ¯āĻŧāĨ¤ āĻ‰āĻĻāĻžāĻšāĻ°āĻŖāĻ¸ā§āĻŦāĻ°ā§‚āĻĒ, āĻ¯āĻĻāĻŋ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ¯āĻ¨ā§āĻ¤ā§āĻ°āĻĒāĻžāĻ¤āĻŋ āĻ¸āĻš āĻ•āĻžāĻ°āĻ–āĻžāĻ¨āĻžāĻ¯āĻŧ āĻ¯ā§‡āĻ–āĻžāĻ¨ āĻĨā§‡āĻ•ā§‡ āĻĄā§‡āĻŸāĻž āĻ¸āĻ‚āĻ—ā§āĻ°āĻš āĻ•āĻ°āĻž āĻšā§Ÿ, āĻ¸ā§‡āĻ–āĻžāĻ¨ā§‡āĻ‡ āĻāĻ•āĻŸāĻŋ Edge āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨāĻžāĻ•ā§‡, āĻ¤āĻžāĻšāĻ˛ā§‡ āĻ†āĻŽāĻžāĻĻā§‡āĻ°āĻ•ā§‡ āĻĻā§āĻ°ā§āĻ¯ā§‹āĻ— āĻĒāĻ°āĻŋāĻ¸ā§āĻĨāĻŋāĻ¤āĻŋ āĻ¸āĻŽā§āĻĒāĻ°ā§āĻ•ā§‡ āĻ­āĻžāĻŦāĻ¤ā§‡ āĻšāĻŦā§‡ āĻ¨āĻžāĨ¤ āĻ¯āĻĻāĻŋ āĻ•āĻžāĻ°āĻ–āĻžāĻ¨āĻžāĻ° āĻŦāĻŋāĻĻā§āĻ¯ā§ā§Ž āĻšāĻ˛ā§‡ āĻ¯āĻžāĻ¯āĻŧ āĻ¤āĻžāĻšāĻ˛ā§‡ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻŦā§āĻ¯āĻžāĻ•āĻ†āĻĒ Edge āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡āĻ° āĻĒā§āĻ°āĻ¯āĻŧā§‹āĻœāĻ¨ āĻšāĻŦā§‡ āĻ¨āĻž āĻ•āĻžāĻ°āĻŖ āĻŽā§‡āĻļāĻŋāĻ¨āĻ—ā§āĻ˛āĻŋ āĻĄā§‡āĻŸāĻž āĻ¤ā§ˆāĻ°āĻŋāĻ° āĻĒāĻ°, Edge āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡āĻ° āĻĒā§āĻ°āĻ•ā§āĻ°āĻŋāĻ¯āĻŧāĻžāĻ—ā§āĻ˛āĻŋāĻ“ āĻŦāĻŋāĻĻā§āĻ¯ā§ā§ŽāĻŦāĻŋāĻšā§€āĻ¨ āĻĒāĻ°āĻŋāĻšāĻžāĻ˛āĻ¨āĻž āĻ•āĻ°āĻž āĻ¯āĻžāĻŦā§‡āĨ¤ + +IoT āĻ¸āĻŋāĻ¸ā§āĻŸā§‡āĻŽā§‡āĻ° āĻœāĻ¨ā§āĻ¯, āĻ†āĻŽāĻ°āĻž āĻĒā§āĻ°āĻžāĻ¯āĻŧāĻ‡ āĻ•ā§āĻ˛āĻžāĻ‰āĻĄ āĻāĻŦāĻ‚ Edge āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻŋāĻ‚ āĻāĻ° āĻŽāĻŋāĻļā§āĻ°āĻŖ āĻāĻ° āĻ•ā§ŒāĻļāĻ˛ āĻ—ā§āĻ°āĻšāĻŖ āĻ•āĻ°āĻŋ āĻ¯ā§‡āĻ–āĻžāĻ¨ā§‡ āĻ¸āĻŋāĻ¸ā§āĻŸā§‡āĻŽ āĻāĻ° āĻ—ā§āĻ°āĻžāĻšāĻ•āĻĻā§‡āĻ° āĻāĻŦāĻ‚ āĻāĻ° āĻ°āĻ•ā§āĻˇāĻŖāĻžāĻŦā§‡āĻ•ā§āĻˇāĻŖāĻ•āĻžāĻ°ā§€āĻĻā§‡āĻ° āĻĒā§āĻ°āĻ¯āĻŧā§‹āĻœāĻ¨ā§‡āĻ° āĻ‰āĻĒāĻ° āĻ­āĻŋāĻ¤ā§āĻ¤āĻŋ āĻ•āĻ°ā§‡ āĻĒā§āĻ°āĻ¤āĻŋāĻŸāĻŋ āĻ¸ā§‡āĻŦāĻžāĻ° āĻ¸ā§āĻŦāĻŋāĻ§āĻž āĻĒāĻžāĻ“ā§ŸāĻž āĻ¯āĻžā§ŸāĨ¤ + +## Azure IoT Edge + +![The Azure IoT Edge logo](../../../../images/azure-iot-edge-logo.png) + +Azure IoT Edge āĻšāĻ˛ āĻāĻ•āĻŸāĻŋ āĻĒāĻ°āĻŋāĻˇā§‡āĻŦāĻž āĻ¯āĻž āĻ†āĻŽāĻžāĻĻā§‡āĻ°āĻ•ā§‡ āĻ•āĻžāĻœā§‡āĻ° āĻšāĻžāĻĒāĻ•ā§‡ āĻ•ā§āĻ˛āĻžāĻ‰āĻĄā§‡āĻ° āĻŦāĻžāĻ‡āĻ°ā§‡ āĻāĻŦāĻ‚ Edge āĻ āĻ¸āĻ°āĻŋāĻ¯āĻŧā§‡ āĻ¨āĻŋāĻ¤ā§‡ āĻ¸āĻžāĻšāĻžāĻ¯ā§āĻ¯ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡āĨ¤ āĻ†āĻŽāĻ°āĻž āĻāĻ•āĻŸāĻŋ Edge āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻšāĻŋāĻ¸āĻžāĻŦā§‡ āĻāĻ•āĻŸāĻŋ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻ¸ā§‡āĻŸ āĻ†āĻĒ, āĻāĻŦāĻ‚ āĻ•ā§āĻ˛āĻžāĻ‰āĻĄ āĻĨā§‡āĻ•ā§‡ āĻ†āĻŽāĻ°āĻž āĻ¯ā§‡ Edge āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡ āĻ•ā§‹āĻĄ āĻ¸ā§āĻĨāĻžāĻĒāĻ¨ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ āĻāĻŸāĻŋ āĻ†āĻŽāĻžāĻĻā§‡āĻ°āĻ•ā§‡ āĻ•ā§āĻ˛āĻžāĻ‰āĻĄ āĻāĻŦāĻ‚ Edge āĻāĻ° āĻ•ā§āĻˇāĻŽāĻ¤āĻžāĻ—ā§āĻ˛āĻŋāĻ° āĻ¸āĻ°ā§āĻŦā§‹āĻšā§āĻš āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ¨āĻŋāĻļā§āĻšāĻŋāĻ¤ āĻ•āĻ°ā§‡āĨ¤ + +> 🎓 *Workloads* āĻŦāĻ˛āĻ¤ā§‡ āĻ¸ā§‡āĻ¸āĻ•āĻ˛ āĻ¸āĻžāĻ°ā§āĻ­āĻŋāĻ¸ āĻŦā§‹āĻāĻžā§Ÿ āĻ¯ā§‡āĻ—ā§āĻ˛ā§‹ āĻ•ā§‹āĻ¨ āĻ§āĻ°āĻ¨ā§‡āĻ° āĻ•āĻžāĻœ āĻ•āĻ°ā§‡, āĻ¯ā§‡āĻŽāĻ¨ āĻāĻ†āĻ‡ āĻŽāĻĄā§‡āĻ˛, āĻ…ā§āĻ¯āĻžāĻĒā§āĻ˛āĻŋāĻ•ā§‡āĻļāĻ¨ āĻŦāĻž āĻ¸āĻžāĻ°ā§āĻ­āĻžāĻ°āĻ˛ā§‡āĻ¸ āĻĢāĻžāĻ‚āĻļāĻ¨āĨ¤ + +āĻ‰āĻĻāĻžāĻšāĻ°āĻŖāĻ¸ā§āĻŦāĻ°ā§‚āĻĒ, āĻ†āĻŽāĻ°āĻž āĻ•ā§āĻ˛āĻžāĻ‰āĻĄā§‡ āĻāĻ•āĻŸāĻŋ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ° āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĻāĻŋāĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ, āĻ¤āĻžāĻ°āĻĒāĻ° āĻ•ā§āĻ˛āĻžāĻ‰āĻĄ āĻĨā§‡āĻ•ā§‡ āĻāĻŸāĻŋ āĻāĻ•āĻŸāĻŋ Edge āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡ āĻ¸ā§āĻĨāĻžāĻĒāĻ¨ āĻ•āĻ°āĻŋāĨ¤ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ†āĻ‡āĻ“āĻŸāĻŋ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻ¤āĻžāĻ°āĻĒāĻ° āĻ‡āĻ¨ā§āĻŸāĻžāĻ°āĻ¨ā§‡āĻŸā§‡ āĻ›āĻŦāĻŋ āĻĒāĻžāĻ āĻžāĻ¨ā§‹āĻ° āĻĒāĻ°āĻŋāĻŦāĻ°ā§āĻ¤ā§‡ Edge āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡ āĻ‡āĻŽā§‡āĻœ āĻĒāĻžāĻ āĻžāĻ¯āĻŧ āĻļā§āĻ°ā§‡āĻŖā§€āĻŦāĻŋāĻ¨ā§āĻ¯āĻžāĻ¸ā§‡āĻ° āĻœāĻ¨ā§āĻ¯āĨ¤ āĻ¯āĻĻāĻŋ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻŽāĻĄā§‡āĻ˛ā§‡āĻ° āĻĒāĻ°āĻŋāĻŦāĻ°ā§āĻ¤āĻ¨ āĻŦāĻž āĻ‰āĻ¨ā§āĻ¨ā§ŸāĻ¨ āĻĒā§āĻ°āĻ¯āĻŧā§‹āĻœāĻ¨ āĻšāĻ¯āĻŧ, āĻ¤āĻžāĻšāĻ˛ā§‡ āĻ†āĻŽāĻ°āĻž āĻāĻŸāĻŋāĻ•ā§‡ āĻ•ā§āĻ˛āĻžāĻ‰āĻĄā§‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĻāĻŋāĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ āĻāĻŦāĻ‚ āĻ†āĻ‡āĻ“āĻŸāĻŋ Edge āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ Edge āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡ āĻŽāĻĄā§‡āĻ˛āĻŸāĻŋāĻ•ā§‡ āĻ†āĻŽāĻ°āĻž āĻ†āĻĒāĻĄā§‡āĻŸ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ + +> 🎓 IoT Edge- āĻ āĻ¯ā§‡ āĻ¸āĻĢāĻŸāĻ“āĻ¯āĻŧā§āĻ¯āĻžāĻ°āĻŸāĻŋ āĻŽā§‹āĻ¤āĻžāĻ¯āĻŧā§‡āĻ¨ āĻ•āĻ°āĻž āĻšāĻ¯āĻŧ āĻ¤āĻž *āĻŽāĻĄāĻŋāĻ‰āĻ˛* āĻ¨āĻžāĻŽā§‡ āĻĒāĻ°āĻŋāĻšāĻŋāĻ¤āĨ¤ āĻĄāĻŋāĻĢāĻ˛ā§āĻŸāĻ°ā§‚āĻĒā§‡ IoT Edge āĻŽāĻĄāĻŋāĻ‰āĻ˛ āĻšāĻžāĻ˛āĻžāĻ¯āĻŧ āĻ¯āĻž IoT Hub- āĻāĻ° āĻ¸āĻžāĻĨā§‡ āĻ¯ā§‹āĻ—āĻžāĻ¯ā§‹āĻ— āĻ•āĻ°ā§‡, āĻ¯ā§‡āĻŽāĻ¨ `edgeAgent` āĻāĻŦāĻ‚` edgeHub` āĻŽāĻĄāĻŋāĻ‰āĻ˛āĨ¤ āĻ¯āĻ–āĻ¨ āĻ†āĻŽāĻ°āĻž āĻāĻ•āĻŸāĻŋ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ° āĻ¸ā§āĻĨāĻžāĻĒāĻ¨ āĻ•āĻ°āĻŋ, āĻāĻŸāĻŋ āĻāĻ•āĻŸāĻŋ āĻ…āĻ¤āĻŋāĻ°āĻŋāĻ•ā§āĻ¤ āĻŽāĻĄāĻŋāĻ‰āĻ˛ āĻšāĻŋāĻ¸āĻžāĻŦā§‡ āĻ¸ā§āĻĨāĻžāĻĒāĻ¨ āĻ•āĻ°āĻž āĻšāĻ¯āĻŧāĨ¤ + +āĻ†āĻ‡āĻ“āĻŸāĻŋ Edge āĻ†āĻ‡āĻ“āĻŸāĻŋ āĻšāĻžāĻŦā§‡āĻ° āĻŽāĻ§ā§āĻ¯ā§‡āĻ‡ āĻ¤ā§ˆāĻ°āĻŋ āĻ•āĻ°āĻž āĻšāĻ¯āĻŧā§‡āĻ›ā§‡, āĻ¤āĻžāĻ‡ āĻ†āĻŽāĻ°āĻž āĻāĻ•āĻ‡ āĻ¸ā§āĻ¤āĻ°ā§‡āĻ° āĻ¸ā§āĻ°āĻ•ā§āĻˇāĻž āĻ¸āĻš āĻ†āĻ‡āĻ“āĻŸāĻŋ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸āĻ—ā§āĻ˛āĻŋ āĻĒāĻ°āĻŋāĻšāĻžāĻ˛āĻ¨āĻž āĻ•āĻ°āĻ¤ā§‡ āĻ¯ā§‡ āĻĒāĻ°āĻŋāĻˇā§‡āĻŦāĻžāĻŸāĻŋ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻŋ, āĻ¸ā§‡āĻ‡ āĻāĻ•āĻ‡ āĻ¸āĻžāĻ°ā§āĻ­āĻŋāĻ¸ āĻĻāĻŋā§Ÿā§‡ āĻ†āĻŽāĻ°āĻž Edge āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸āĻ—ā§āĻ˛āĻŋ āĻĒāĻ°āĻŋāĻšāĻžāĻ˛āĻ¨āĻž āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ + +āĻ†āĻ‡āĻ“āĻŸāĻŋ Edge *āĻ•āĻ¨āĻŸā§‡āĻ‡āĻ¨āĻžāĻ°* āĻĨā§‡āĻ•ā§‡ āĻ•ā§‹āĻĄ āĻšāĻžāĻ˛āĻžāĻ¯āĻŧ - āĻāĻŸāĻŋ āĻ¸ā§āĻŦāĻ¯āĻŧāĻ‚āĻ¸āĻŽā§āĻĒā§‚āĻ°ā§āĻŖ āĻ…ā§āĻ¯āĻžāĻĒā§āĻ˛āĻŋāĻ•ā§‡āĻļāĻ¨ āĻ¯āĻž āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻžāĻ°ā§‡ āĻŦāĻžāĻ•āĻŋ āĻ…ā§āĻ¯āĻžāĻĒā§āĻ˛āĻŋāĻ•ā§‡āĻļāĻ¨ āĻĨā§‡āĻ•ā§‡ āĻŦāĻŋāĻšā§āĻ›āĻŋāĻ¨ā§āĻ¨āĻ­āĻžāĻŦā§‡ āĻšāĻžāĻ˛āĻžāĻ¨ā§‹ āĻšāĻ¯āĻŧāĨ¤ āĻ¯āĻ–āĻ¨ āĻ†āĻŽāĻ°āĻž āĻāĻ•āĻŸāĻŋ āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ° āĻšāĻžāĻ˛āĻžāĻ‡ āĻ¤āĻ–āĻ¨ āĻāĻŸāĻŋ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻžāĻ°ā§‡āĻ° āĻ­āĻŋāĻ¤āĻ°ā§‡ āĻāĻ•āĻŸāĻŋ āĻĒā§ƒāĻĨāĻ• āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻžāĻ°ā§‡āĻ° āĻŽāĻ¤ā§‹ āĻ•āĻžāĻœ āĻ•āĻ°ā§‡, āĻ¯āĻžāĻ° āĻ¨āĻŋāĻœāĻ¸ā§āĻŦ āĻ¸āĻĢā§āĻŸāĻ“āĻ¯āĻŧā§āĻ¯āĻžāĻ°, āĻĒāĻ°āĻŋāĻˇā§‡āĻŦāĻž āĻāĻŦāĻ‚ āĻ…ā§āĻ¯āĻžāĻĒā§āĻ˛āĻŋāĻ•ā§‡āĻļāĻ¨āĻ—ā§āĻ˛āĻŋ āĻšāĻ˛āĻ›ā§‡āĨ¤ āĻŦā§‡āĻļāĻŋāĻ°āĻ­āĻžāĻ— āĻ¸āĻŽāĻ¯āĻŧ āĻ•āĻ¨āĻŸā§‡āĻ‡āĻ¨āĻžāĻ° āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻžāĻ°ā§‡ āĻ•āĻŋāĻ›ā§ āĻ…ā§āĻ¯āĻžāĻ•ā§āĻ¸ā§‡āĻ¸ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡ āĻ¨āĻž āĻ¯āĻ¤āĻ•ā§āĻˇāĻŖ āĻ¨āĻž āĻ†āĻŽāĻ°āĻž āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ°ā§‡āĻ° āĻ¸āĻžāĻĨā§‡ āĻāĻ•āĻŸāĻŋ āĻĢā§‹āĻ˛ā§āĻĄāĻžāĻ°ā§‡āĻ° āĻŽāĻ¤ā§‹ āĻœāĻŋāĻ¨āĻŋāĻ¸ āĻ­āĻžāĻ— āĻ•āĻ°āĻž āĻŦā§‡āĻ›ā§‡ āĻ¨ā§‡āĻ‡āĨ¤ āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ° āĻ¤āĻžāĻ°āĻĒāĻ° āĻāĻ•āĻŸāĻŋ āĻ–ā§‹āĻ˛āĻž āĻĒā§‹āĻ°ā§āĻŸā§‡āĻ° āĻŽāĻžāĻ§ā§āĻ¯āĻŽā§‡ āĻ¸āĻžāĻ°ā§āĻ­āĻŋāĻ¸āĻ—ā§āĻ˛āĻŋ āĻĒā§āĻ°āĻ•āĻžāĻļ āĻ•āĻ°ā§‡ āĻ¯āĻž āĻ†āĻŽāĻ°āĻž āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ¨ā§‡āĻŸāĻ“āĻ¯āĻŧāĻžāĻ°ā§āĻ•ā§‡ āĻ¸āĻ‚āĻ¯ā§‹āĻ— āĻ•āĻ°āĻ¤ā§‡ āĻŦāĻž āĻĒā§āĻ°āĻ•āĻžāĻļ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ + +![A web request redirected to a container](../../../../images/container-web-browser.png) + +āĻ‰āĻĻāĻžāĻšāĻ°āĻŖāĻ¸ā§āĻŦāĻ°ā§‚āĻĒ, āĻ†āĻŽāĻ°āĻž āĻĒā§‹āĻ°ā§āĻŸ 80, āĻĄāĻŋāĻĢāĻ˛ā§āĻŸ HTTP āĻĒā§‹āĻ°ā§āĻŸā§‡ āĻšāĻ˛āĻŽāĻžāĻ¨ āĻāĻ•āĻŸāĻŋ āĻ“āĻ¯āĻŧā§‡āĻŦ āĻ¸āĻžāĻ‡āĻŸāĻ•ā§‡ āĻāĻ•āĻŸāĻŋ āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ° āĻ°āĻžāĻ–āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ āĻāĻŦāĻ‚ āĻ†āĻŽāĻ°āĻž āĻāĻŸāĻŋ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻžāĻ° āĻĨā§‡āĻ•ā§‡ āĻĒā§‹āĻ°ā§āĻŸ 80 āĻ¤ā§‡āĻ“ āĻĒā§āĻ°āĻ•āĻžāĻļ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ + +✅ āĻ•āĻŋāĻ›ā§ āĻ—āĻŦā§‡āĻˇāĻŖāĻž āĻ•āĻ°āĻŋ: Docker āĻŦāĻž Moby āĻāĻ° āĻŽāĻ¤ā§‹ āĻ¸āĻžāĻ°ā§āĻ­āĻŋāĻ¸ āĻāĻŦāĻ‚ āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ° āĻ¸āĻŽā§āĻĒāĻ°ā§āĻ•ā§‡ āĻ†āĻ°ā§‹ āĻĒā§œāĻŋāĨ¤ + +āĻ†āĻŽāĻ°āĻž āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ° āĻĄāĻžāĻ‰āĻ¨āĻ˛ā§‹āĻĄ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯ āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻļāĻ¨ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ āĻāĻŦāĻ‚ āĻ¸ā§‡āĻ—ā§āĻ˛ā§‹āĻ•ā§‡ āĻ•āĻ¨āĻŸā§‡āĻ‡āĻ¨āĻžāĻ° āĻšāĻŋāĻ¸ā§‡āĻŦā§‡ āĻ¸ā§āĻĨāĻžāĻĒāĻ¨ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ, āĻšāĻ¯āĻŧ āĻ¸āĻ°āĻžāĻ¸āĻ°āĻŋ āĻ•ā§‹āĻ¨ā§‹ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡ āĻšāĻžāĻ˛āĻžāĻ¨ā§‹ āĻ…āĻĨāĻŦāĻž āĻ†āĻ‡āĻ“āĻŸāĻŋ Edge āĻāĻ° āĻŽāĻžāĻ§ā§āĻ¯āĻŽā§‡ āĻŽā§‹āĻ¤āĻžāĻ¯āĻŧā§‡āĻ¨ āĻ•āĻ°āĻž āĻ¯ā§‡āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡āĨ¤ āĻāĻ•āĻŦāĻžāĻ° āĻāĻ•āĻŸāĻž āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ° āĻšāĻ˛āĻ¤ā§‡ āĻĨāĻžāĻ•āĻ˛ā§‡, āĻ•ā§āĻ˛āĻžāĻ‰āĻĄ āĻ¸āĻ‚āĻ¸ā§āĻ•āĻ°āĻŖā§‡āĻ° āĻŽāĻ¤ā§‹ āĻāĻ•āĻ‡ REST API āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻāĻŸāĻŋ āĻāĻ•āĻ¸ā§‡āĻ¸ āĻ•āĻ°āĻž āĻ¯ā§‡āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡, āĻ¤āĻŦā§‡ endpoint āĻŸāĻŋ āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ° āĻšāĻžāĻ˛āĻžāĻ¨ā§‹āĻ° āĻœāĻ¨ā§āĻ¯ Edge āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡āĻ° āĻĻāĻŋāĻ•ā§‡ āĻ¨āĻŋāĻ°ā§āĻĻā§‡āĻļ āĻ•āĻ°ā§‡āĨ¤ + +## IoT Edge device āĻ°ā§‡āĻœāĻŋāĻ¸ā§āĻŸāĻžāĻ° āĻ•āĻ°āĻž + +āĻāĻ•āĻŸāĻŋ āĻ†āĻ‡āĻ“āĻŸāĻŋ Edge āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯, āĻāĻŸāĻŋ āĻ†āĻ‡āĻ“āĻŸāĻŋ āĻšāĻžāĻŦ -āĻ āĻ°ā§‡āĻœāĻŋāĻ¸ā§āĻŸā§āĻ°ā§‡āĻļāĻ¨ āĻšāĻ“āĻ¯āĻŧāĻž āĻĒā§āĻ°āĻ¯āĻŧā§‹āĻœāĻ¨āĨ¤ + +### Task - IoT Edge device āĻ°ā§‡āĻœāĻŋāĻ¸ā§āĻŸāĻžāĻ° āĻ•āĻ°āĻž + +1. `fruit-quality-detector` āĻ°āĻŋāĻ¸ā§‹āĻ°ā§āĻ¸ āĻ—ā§āĻ°ā§āĻĒā§‡ āĻ†āĻ‡āĻ“āĻŸāĻŋ āĻšāĻžāĻŦ āĻ¤ā§ˆāĻ°ā§€ āĻ•āĻ°āĻŋāĨ¤ āĻāĻŸāĻžāĻ•ā§‡ āĻ‡āĻ‰āĻ¨āĻŋāĻ• āĻāĻ•āĻŸāĻž āĻ¨āĻžāĻŽ āĻĻā§‡ā§ŸāĻž āĻ¯ā§‡āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡, āĻ¯ā§‡āĻŽāĻ¨āĻƒ `fruit-quality-detector` + +1. āĻāĻ•āĻŸāĻŋ IoT Edge device āĻ°ā§‡āĻœāĻŋāĻ¸ā§āĻŸā§āĻ°ā§‡āĻļāĻ¨ āĻ•āĻ°āĻŋ, āĻ¨āĻžāĻŽ āĻĻāĻŋāĻ‡ `fruit-quality-detector-edge`āĨ¤ āĻāĻŸāĻŋ āĻ•āĻ°āĻžāĻ° āĻ•āĻŽāĻžāĻ¨ā§āĻĄāĻŸāĻŋ āĻāĻ•āĻŸāĻŋ non-edge āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻ¨āĻŋāĻŦāĻ¨ā§āĻ§āĻ¨ā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻŦā§āĻ¯āĻŦāĻšā§ƒāĻ¤ āĻ•āĻŽāĻžāĻ¨ā§āĻĄā§‡āĻ° āĻ…āĻ¨ā§āĻ°ā§‚āĻĒ, āĻ¤āĻŦā§‡ `--edge-enabled` āĻĢā§āĻ˛ā§āĻ¯āĻžāĻ—āĻŸāĻŋ āĻĒāĻžāĻ¸ āĻ•āĻ°āĻž āĻ¯āĻžāĻŦā§‡āĻ¨āĻžāĨ¤ + + ```sh + az iot hub device-identity create --edge-enabled \ + --device-id fruit-quality-detector-edge \ + --hub-name + ``` + + `` āĻāĻ° āĻ¸ā§āĻĨāĻ˛ā§‡ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ†āĻ‡āĻ“āĻŸāĻŋ āĻšāĻžāĻŦā§‡āĻ° āĻ¨āĻžāĻŽ āĻŦāĻ¸āĻžāĻ‡āĨ¤ + +1. āĻ¨āĻŋāĻŽā§āĻ¨āĻ˛āĻŋāĻ–āĻŋāĻ¤ āĻ•āĻŽāĻžāĻ¨ā§āĻĄ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻ¸āĻ‚āĻ¯ā§‹āĻ— āĻ¸ā§āĻŸā§āĻ°āĻŋāĻ‚ āĻ¨āĻŋāĻ‡: + + ```sh + az iot hub device-identity connection-string show --device-id fruit-quality-detector-edge \ + --output table \ + --hub-name + ``` + + `` āĻāĻ° āĻ¸ā§āĻĨāĻ˛ā§‡ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ†āĻ‡āĻ“āĻŸāĻŋ āĻšāĻžāĻŦā§‡āĻ° āĻ¨āĻžāĻŽ āĻŦāĻ¸āĻžāĻ‡āĨ¤ + + āĻ†āĻ‰āĻŸāĻĒā§āĻŸā§‡ āĻĻā§‡āĻ–āĻžāĻ¨ā§‹ āĻ•āĻžāĻ¨ā§‡āĻ•āĻļāĻ¨ āĻ¸ā§āĻŸā§āĻ°āĻŋāĻ‚ āĻāĻ° āĻ•āĻĒāĻŋ āĻ°āĻžāĻ–āĻŋāĨ¤ + +## IoT Edge device āĻ¸ā§‡āĻŸāĻžāĻĒ āĻ•āĻ°āĻž + +āĻāĻ•āĻŦāĻžāĻ° IoT āĻšāĻžāĻŦ āĻ āĻāĻœ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻ°ā§‡āĻœāĻŋāĻ¸ā§āĻŸā§āĻ°ā§‡āĻļāĻ¨ āĻ¤ā§ˆāĻ°āĻŋ āĻ•āĻ°ā§‡ āĻ¨āĻŋāĻ˛ā§‡, āĻ†āĻŽāĻ°āĻž āĻāĻœ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻ¸ā§‡āĻŸ āĻ†āĻĒ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŦā§‹āĨ¤ + +### Task - Install and start the IoT Edge Runtime + +**IoT Edge runtime āĻ•ā§‡āĻŦāĻ˛ Linux container āĻ āĻ°āĻžāĻ¨ āĻ•āĻ°ā§‡āĨ¤** āĻāĻŸāĻŋ āĻ˛āĻŋāĻ¨āĻžāĻ•ā§āĻ¸ā§‡ āĻšāĻ˛āĻŦā§‡ āĻ…āĻĨāĻŦāĻž āĻ˛āĻŋāĻ¨āĻžāĻ•ā§āĻ¸ āĻ­āĻžāĻ°ā§āĻšā§āĻ¯āĻŧāĻžāĻ˛ āĻŽā§‡āĻļāĻŋāĻ¨ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ‰āĻ‡āĻ¨ā§āĻĄā§‹āĻœā§‡ āĻšāĻžāĻ˛āĻžāĻ¨ā§‹ āĻ¯āĻžāĻŦā§‡āĨ¤ + +* āĻ†āĻŽāĻ°āĻž āĻ¯āĻĻāĻŋ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ†āĻ‡āĻ“āĻŸāĻŋ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻšāĻŋāĻ¸āĻžāĻŦā§‡ āĻ°āĻžāĻ¸ā§āĻĒāĻŦā§‡āĻ°āĻŋ āĻĒāĻžāĻ‡ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻŋ, āĻ¤āĻžāĻšāĻ˛ā§‡ āĻāĻŸāĻŋ āĻ˛āĻŋāĻ¨āĻžāĻ•ā§āĻ¸ā§‡āĻ° āĻāĻ•āĻŸāĻŋ āĻ¸āĻžāĻĒā§‹āĻ°ā§āĻŸā§‡āĻĄ āĻ¸āĻ‚āĻ¸ā§āĻ•āĻ°āĻŖ āĻšāĻžāĻ˛āĻžāĻ¯āĻŧ āĻāĻŦāĻ‚ āĻ†āĻ‡āĻ“āĻŸāĻŋ Edge āĻ°āĻžāĻ¨āĻŸāĻžāĻ‡āĻŽ āĻšā§‹āĻ¸ā§āĻŸ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡āĨ¤ āĻāĻ•ā§āĻˇā§‡āĻ¤ā§āĻ°ā§‡ āĻ†āĻŽāĻ°āĻž [Microsoft docs āĻāĻ° āĻ˛āĻŋāĻ¨āĻžāĻ•ā§āĻ¸ āĻ—āĻžāĻ‡āĻĄā§‡āĻ° āĻœāĻ¨ā§āĻ¯ Azure āĻ†āĻ‡āĻ“āĻŸāĻŋ Edge āĻ‡āĻ¨āĻ¸ā§āĻŸāĻ˛ā§‡āĻļāĻ¨](https://docs.microsoft.com/azure/iot-edge/how-to-install-iot-edge?WT.mc_id=academic-17441-jabenn) āĻĒā§œā§‡ āĻĻā§‡āĻ–āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ + + > 💁 āĻŽāĻ¨ā§‡ āĻ°āĻžāĻ–āĻ¤ā§‡ āĻšāĻŦā§‡, āĻ°āĻžāĻ¸ā§āĻĒāĻŦā§‡āĻ°āĻŋ āĻĒāĻžāĻ‡ āĻ“āĻāĻ¸ āĻĄā§‡āĻŦāĻŋāĻ¯āĻŧāĻžāĻ¨ āĻ˛āĻŋāĻ¨āĻžāĻ•ā§āĻ¸ā§‡āĻ° āĻāĻ•āĻŸāĻŋ āĻ°ā§‚āĻĒāĨ¤ + +* āĻ†āĻŽāĻ°āĻž āĻ¯āĻĻāĻŋ āĻ°āĻžāĻ¸ā§āĻĒāĻŦā§‡āĻ°āĻŋ āĻĒāĻžāĻ‡ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ¨āĻž āĻ•āĻ°āĻŋ, āĻ•āĻŋāĻ¨ā§āĻ¤ā§ āĻāĻ•āĻŸāĻŋ āĻ˛āĻŋāĻ¨āĻžāĻ•ā§āĻ¸ āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻžāĻ° āĻĨāĻžāĻ•ā§‡, āĻ¤āĻžāĻšāĻ˛ā§‡ āĻ†āĻŽāĻ°āĻž IoT Edge āĻ°āĻžāĻ¨āĻŸāĻžāĻ‡āĻŽ āĻšāĻžāĻ˛āĻžāĻ¤ā§‡ āĻĒāĻžāĻ°āĻŦā§‹āĨ¤ āĻāĻ•ā§āĻˇā§‡āĻ¤ā§āĻ°ā§‡ āĻ†āĻŽāĻ°āĻž [āĻ˛āĻŋāĻ¨āĻžāĻ•ā§āĻ¸ āĻ—āĻžāĻ‡āĻĄā§‡āĻ° āĻœāĻ¨ā§āĻ¯ Azure āĻ†āĻ‡āĻ“āĻŸāĻŋ āĻāĻœ āĻ‡āĻ¨āĻ¸ā§āĻŸāĻ˛ā§‡āĻļāĻ¨](https://docs.microsoft.com/azure/iot-edge/how-to-install-iot-edge?WT.mc_id=academic-17441-jabenn) āĻĒā§œā§‡ āĻĻā§‡āĻ–āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ + +* āĻ‰āĻ‡āĻ¨ā§āĻĄā§‹āĻœā§‡ āĻ†āĻŽāĻ°āĻž IoT Edge runtime āĻ‡āĻ¨ā§āĻ¸āĻŸāĻ˛ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ Linux Virtual Machine āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡, āĻ¯āĻžāĻ° āĻœāĻ¨ā§āĻ¯ [āĻ‰āĻ‡āĻ¨ā§āĻĄā§‹āĻœā§‡ IoT Edge runtime āĻĒāĻ°āĻŋāĻšāĻžāĻ˛āĻ¨āĻž ](https://docs.microsoft.com/azure/iot-edge/quickstart?WT.mc_id=academic-17441-jabenn#install-and-start-the-iot-edge-runtime) āĻĒā§œāĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ *Deploy a module* āĻ¸ā§‡āĻ•āĻļāĻ¨ā§‡ āĻ¯āĻžāĻ“ā§ŸāĻžāĻ° āĻĒāĻ° āĻ•āĻžāĻœ āĻŦāĻ¨ā§āĻ§ āĻ•āĻ°āĻ¤ā§‡ āĻšāĻŦā§‡āĨ¤ + +* macOS āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ°āĻ•āĻžāĻ°ā§€ āĻšāĻ˛ā§āĻ° āĻ•ā§āĻ˛āĻžāĻ‰āĻĄā§‡ virtual machine (VM) āĻ¤ā§ˆāĻ°ā§€ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ IoT Edge āĻŋāĻ¨ā§āĻ¸āĻŸāĻ˛ āĻ•āĻ°āĻž āĻ˛āĻŋāĻ¨āĻžāĻ•ā§āĻ¸ āĻ­āĻŋāĻāĻŽ āĻ†āĻŽāĻ°āĻž āĻĄā§‡āĻĒā§āĻ˛ā§Ÿ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ āĻāĻœāĻ¨ā§āĻ¯ [IoT Edge āĻāĻ° āĻœāĻ¨ā§āĻ¯ āĻ­āĻžāĻ°ā§āĻšā§ā§ŸāĻžāĻ˛ āĻŽā§‡āĻļāĻŋāĻ¨](vm-iotedge.md) āĻĒā§œā§‡ āĻĻā§‡āĻ–āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ + +## āĻŽāĻĄā§‡āĻ˛ āĻāĻ•ā§āĻ¸āĻĒā§‹āĻ°ā§āĻŸ āĻ•āĻ°āĻž + +Edge āĻ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ° āĻšāĻžāĻ˛āĻžāĻ¨ā§‹āĻ° āĻœāĻ¨ā§āĻ¯, āĻāĻŸāĻŋ āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻļāĻ¨ āĻĨā§‡āĻ•ā§‡ āĻāĻ•ā§āĻ¸āĻĒā§‹āĻ°ā§āĻŸ āĻ•āĻ°āĻ¤ā§‡ āĻšāĻŦā§‡āĨ¤ āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻļāĻ¨ āĻĻā§āĻ‡ āĻ§āĻ°āĻŖā§‡āĻ° āĻŽāĻĄā§‡āĻ˛ āĻ¤ā§ˆāĻ°āĻŋ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡ - āĻ¸ā§āĻŸā§āĻ¯āĻžāĻ¨ā§āĻĄāĻžāĻ°ā§āĻĄ āĻŽāĻĄā§‡āĻ˛ āĻāĻŦāĻ‚ āĻ•āĻŽāĻĒā§āĻ¯āĻžāĻ•ā§āĻŸ āĻŽāĻĄā§‡āĻ˛āĨ¤ āĻ•āĻŽā§āĻĒā§āĻ¯āĻžāĻ•ā§āĻŸ āĻŽāĻĄā§‡āĻ˛āĻ—ā§āĻ˛āĻŋ āĻŽāĻĄā§‡āĻ˛ā§‡āĻ° āĻ†āĻ•āĻžāĻ° āĻ•āĻŽāĻžāĻ¤ā§‡ āĻŦāĻŋāĻ­āĻŋāĻ¨ā§āĻ¨ āĻ•ā§ŒāĻļāĻ˛ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡, āĻāĻŸāĻŋ āĻ†āĻ‡āĻ“āĻŸāĻŋ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡ āĻĄāĻžāĻ‰āĻ¨āĻ˛ā§‹āĻĄ āĻāĻŦāĻ‚ āĻŽā§‹āĻ¤āĻžāĻ¯āĻŧā§‡āĻ¨ā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻ¯āĻĨā§‡āĻˇā§āĻŸ āĻ›ā§‹āĻŸ āĻ•āĻ°ā§‡ āĻ¤ā§‹āĻ˛ā§‡āĨ¤ + +āĻ¯āĻ–āĻ¨ āĻ†āĻŽāĻ°āĻž āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ° āĻ¤ā§ˆāĻ°āĻŋ āĻ•āĻ°āĻŋ, āĻ¤āĻ–āĻ¨ āĻ†āĻŽāĻ°āĻž *Food* āĻĄā§‹āĻŽā§‡āĻ‡āĻ¨ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡āĻ›āĻŋāĻ˛āĻžāĻŽ, āĻŽāĻĄā§‡āĻ˛āĻŸāĻŋāĻ° āĻāĻ•āĻŸāĻŋ āĻ¸āĻ‚āĻ¸ā§āĻ•āĻ°āĻŖ āĻ¯āĻž Food āĻ‡āĻŽā§‡āĻœāĻ—ā§āĻ˛āĻŋāĻ¤ā§‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻ…āĻĒā§āĻŸāĻŋāĻŽāĻžāĻ‡āĻœ āĻ•āĻ°āĻž āĻšāĻ¯āĻŧā§‡āĻ›ā§‡āĨ¤ āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻļāĻ¨ā§‡, āĻ†āĻŽāĻ°āĻž āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻĒā§āĻ°āĻ•āĻ˛ā§āĻĒā§‡āĻ° āĻĄā§‹āĻŽā§‡āĻ‡āĻ¨ āĻĒāĻ°āĻŋāĻŦāĻ°ā§āĻ¤āĻ¨ āĻ•āĻ°āĻ¤ā§‡, āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻ¤āĻĨā§āĻ¯ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ¨āĻ¤ā§āĻ¨ āĻĄā§‹āĻŽā§‡āĻ¨ā§‡āĻ° āĻ¸āĻžāĻĨā§‡ āĻāĻ•āĻŸāĻŋ āĻ¨āĻ¤ā§āĻ¨ āĻŽāĻĄā§‡āĻ˛āĻ•ā§‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĻāĻŋāĻ¤ā§‡ āĻšāĻŦā§‡āĨ¤ āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻļāĻ¨ āĻĻā§āĻŦāĻžāĻ°āĻž āĻ¸āĻŽāĻ°ā§āĻĨāĻŋāĻ¤ āĻ¸āĻŽāĻ¸ā§āĻ¤ āĻĄā§‹āĻŽā§‡āĻ‡āĻ¨ āĻ¸ā§āĻŸā§āĻ¯āĻžāĻ¨ā§āĻĄāĻžāĻ°ā§āĻĄ āĻāĻŦāĻ‚ āĻ•āĻŽāĻĒā§āĻ¯āĻžāĻ•ā§āĻŸ āĻšāĻŋāĻ¸āĻžāĻŦā§‡ āĻĒāĻžāĻ“ā§ŸāĻž āĻ¯āĻžā§ŸāĨ¤ + +### āĻ•āĻžāĻœ - āĻŽāĻĄā§‡āĻ˛āĻŸāĻŋāĻ•ā§‡ Food (compact) domain āĻ āĻŸā§āĻ°ā§‡āĻ‡āĻ¨āĻŋāĻ‚ āĻĒā§āĻ°āĻĻāĻžāĻ¨ + +1. Custom Vision portal āĻ āĻ¯āĻžāĻ“ā§ŸāĻžāĻ° āĻœāĻ¨ā§āĻ¯ [CustomVision.ai](https://customvision.ai) āĻ¤ā§‡ āĻ•ā§āĻ˛āĻŋāĻ• āĻ•āĻ°āĻŋ āĻāĻŦāĻ‚ āĻ¸āĻžāĻ‡āĻ¨ āĻ‡āĻ¨ āĻ•āĻ°ā§‡ āĻ¨āĻŋāĻ‡ āĻ¯āĻĻāĻŋ āĻ†āĻ—ā§‡ āĻĨā§‡āĻ•ā§‡ āĻ¸āĻžāĻ‡āĻ¨ āĻ‡āĻ¨ āĻ•āĻ°āĻž āĻ¨āĻž āĻĨāĻžāĻ•ā§‡āĨ¤ āĻāĻ–āĻ¨ `fruit-quality-detector` āĻĒā§āĻ°āĻœā§‡āĻ•ā§āĻŸāĻŸāĻŋ āĻšāĻžāĻ˛ā§ āĻ•āĻ°āĻŋāĨ¤ + +1. āĻāĻ–āĻ¨ **Settings** āĻ¸āĻŋāĻ˛ā§‡āĻ•ā§āĻŸ āĻ•āĻ°āĻŋ (āĻāĻ‡ ⚙ āĻšāĻŋāĻšā§āĻ¨) + +1. *Domains* āĻ˛āĻŋāĻ¸ā§āĻŸ āĻĨā§‡āĻ•ā§‡, āĻ¨āĻŋāĻ°ā§āĻŦāĻžāĻšāĻ¨ āĻ•āĻ°āĻŋ *Food (compact)* + +1. āĻ¤āĻžāĻ°āĻĒāĻ° *Export Capabilities* āĻĨā§‡āĻ•ā§‡ *Basic platforms (Tensorflow, CoreML, ONNX, ...)* āĻ¸āĻŋāĻ˛ā§‡āĻ•ā§āĻŸ āĻ•āĻ°āĻŋāĨ¤ + +1. Settings āĻĒā§‡āĻ‡āĻœā§‡āĻ° āĻāĻ•āĻĻāĻŽ āĻ¨ā§€āĻšā§‡ āĻĨāĻžāĻ•āĻž **Save Changes** āĻ āĻ¸āĻŋāĻ˛ā§‡āĻ•ā§āĻŸ āĻ•āĻ°āĻŋāĨ¤ + +1. āĻāĻ–āĻ¨ **Train** āĻ āĻ•ā§āĻ˛āĻŋāĻ• āĻ•āĻ°ā§‡, *Quick training* āĻ…āĻĒāĻļāĻ¨āĻŸāĻŋ āĻ¨āĻŋāĻ°ā§āĻŦāĻžāĻšāĻ¨ āĻ•āĻ°ā§‡ āĻŽāĻĄā§‡āĻ˛āĻ•ā§‡ āĻŸā§āĻ°ā§‡āĻ‡āĻ¨ āĻ•āĻ°āĻŋāĨ¤ + +### Task - āĻŽāĻĄā§‡āĻ˛ āĻāĻ•ā§āĻ¸āĻĒā§‹āĻ°ā§āĻŸ āĻ•āĻ°āĻž + +āĻŽāĻĄā§‡āĻ˛āĻŸāĻŋ āĻāĻ•āĻŦāĻžāĻ° āĻŸā§āĻ°ā§‡āĻ‡āĻ¨ āĻšā§Ÿā§‡ āĻ—ā§‡āĻ˛ā§‡ āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ° āĻ¸āĻš āĻāĻ•ā§āĻ¸āĻĒā§‹āĻ°ā§āĻŸ āĻ•āĻ°āĻ¤ā§‡ āĻšāĻŦā§‡āĨ¤ + +1. **Performance** āĻŸā§āĻ¯āĻžāĻŦā§‡ āĻ—āĻŋā§Ÿā§‡ āĻ•āĻŽā§āĻĒā§āĻ¯āĻžāĻ•ā§āĻŸ āĻĄā§‹āĻŽā§‡āĻ‡āĻ¨ā§‡āĻ° āĻ—āĻ¤ āĻ‡āĻŸāĻžāĻ°ā§‡āĻļāĻ¨ āĻŸāĻŋ āĻ¤ā§‡ āĻ¯āĻžāĻ‡āĨ¤ + +1. āĻ¸ā§‡āĻ–āĻžāĻ¨ā§‡ āĻ‰āĻĒāĻ°ā§‡āĻ° āĻĻāĻŋāĻ•ā§‡ **Export** āĻŦāĻžāĻŸāĻ¨ā§‡ āĻ•ā§āĻ˛āĻŋāĻ• āĻ•āĻ°āĻŋāĨ¤ + +1. **DockerFile** āĻ¸āĻŋāĻ˛ā§‡āĻ•ā§āĻŸ āĻ•āĻ°āĻŋ, āĻ¤āĻžāĻ°āĻĒāĻ° āĻ†āĻŽāĻžāĻĻā§‡āĻ° Edge āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡āĻ° āĻ¸āĻžāĻĨā§‡ āĻŽāĻŋāĻ˛ā§‡ āĻāĻŽāĻ¨ āĻāĻ•āĻŸāĻŋ āĻ­āĻžāĻ°ā§āĻ¸āĻ¨ āĻ¨āĻŋāĻ°ā§āĻŦāĻžāĻšāĻ¨ āĻ•āĻ°āĻŋ: + + * Linux computer, Windows computer āĻŦāĻž Virtual Machine āĻ IoT Edge āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻ˛ā§‡, *Linux* āĻ­āĻžāĻ°ā§āĻ¸āĻ¨āĻŸāĻŋ āĻ¸āĻŋāĻ˛ā§‡āĻ•ā§āĻŸ āĻ•āĻ°āĻŋāĨ¤ + * Raspberry Pi āĻ IoT Edge āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻ˛ā§‡ , *ARM (Raspberry Pi 3)* āĻ­āĻžāĻ°ā§āĻ¸āĻ¨āĻŸāĻŋ āĻ¸āĻŋāĻ˛ā§‡āĻ•ā§āĻŸ āĻ•āĻ°āĻŋāĨ¤ + + > 🎓 Docker āĻšāĻ˛ā§‹ āĻ•āĻ¨āĻŸā§‡āĻ‡āĻ¨āĻžāĻ° āĻĒāĻ°āĻŋāĻšāĻžāĻ˛āĻ¨āĻžāĻ° āĻœāĻ¨ā§āĻ¯ āĻ¸āĻŦāĻšā§‡āĻ¯āĻŧā§‡ āĻœāĻ¨āĻĒā§āĻ°āĻŋāĻ¯āĻŧ āĻŸā§āĻ¯ā§āĻ˛āĻ—ā§āĻ˛āĻŋāĻ° āĻŽāĻ§ā§āĻ¯ā§‡ āĻāĻ•āĻŸāĻŋ āĻāĻŦāĻ‚ āĻĄāĻ•āĻžāĻ° āĻĢāĻžāĻ‡āĻ˛ āĻšāĻ˛ āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ° āĻ¸ā§‡āĻŸ āĻ†āĻĒ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯ āĻ¨āĻŋāĻ°ā§āĻĻā§‡āĻļāĻžāĻŦāĻ˛ā§€āĻ° āĻāĻ•āĻŸāĻŋ āĻ¸ā§‡āĻŸāĨ¤ + +1. āĻāĻŦāĻžāĻ° **Export** āĻ āĻ•ā§āĻ˛āĻŋāĻ• āĻ•āĻ°āĻ˛ā§‡ Custom Vision āĻāĻ° āĻĒā§āĻ°ā§Ÿā§‹āĻœāĻ¨ā§€ā§Ÿ āĻĢāĻžāĻ‡āĻ˛āĻ—ā§āĻ˛āĻŋ āĻ¤ā§ˆāĻ°ā§€ āĻšā§Ÿā§‡ āĻ¯āĻžāĻŦā§‡āĨ¤ āĻ¤āĻžāĻ°āĻĒāĻ° **Download** āĻ āĻ•ā§āĻ˛āĻŋāĻ• āĻ•āĻ°ā§‡ āĻœāĻŋāĻĒ āĻĢāĻžāĻ‡āĻ˛ āĻ†āĻ•āĻžāĻ°ā§‡ āĻāĻ—ā§āĻ˛ā§‹ āĻĄāĻžāĻ‰āĻ¨āĻ˛ā§‹āĻĄ āĻ•āĻ°āĻŋāĨ¤ + +1. āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻžāĻ°ā§‡ āĻ¸ā§‡āĻ­ āĻ•āĻ°āĻžāĻ° āĻĒāĻ° āĻĢā§‹āĻ˛ā§āĻĄāĻžāĻ°āĻŸāĻŋ unzip āĻ•āĻ°āĻŋāĨ¤ + +## āĻĄā§‡āĻĒā§āĻ˛ā§ŸāĻŽā§‡āĻ¨ā§āĻŸā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ° āĻĒā§āĻ°āĻ¸ā§āĻ¤ā§āĻ¤āĻ•āĻ°āĻŖ + +![Containers are built then pushed to a container registry, then deployed from the container registry to an edge device using IoT Edge](../../../../images/container-edge-flow.png) + +āĻāĻ•āĻŦāĻžāĻ° āĻŽāĻĄā§‡āĻ˛āĻŸāĻŋ āĻĄāĻžāĻ‰āĻ¨āĻ˛ā§‹āĻĄ āĻ•āĻ°āĻžāĻ° āĻĒāĻ°ā§‡, āĻāĻŸāĻŋ āĻāĻ•āĻŸāĻŋ āĻ•āĻ¨āĻŸā§‡āĻ‡āĻ¨āĻžāĻ° āĻŦāĻŋāĻ˛ā§āĻĄ āĻ•āĻ°āĻž āĻĒā§āĻ°āĻ¯āĻŧā§‹āĻœāĻ¨, āĻ¤āĻžāĻ°āĻĒāĻ° āĻāĻ•āĻŸāĻŋ āĻ•āĻ¨āĻŸā§‡āĻ‡āĻ¨āĻžāĻ° āĻ°ā§‡āĻœāĻŋāĻ¸ā§āĻŸā§āĻ°āĻŋāĻ¤ā§‡ āĻĒā§āĻļ āĻ•āĻ°āĻ¤ā§‡ āĻšāĻŦā§‡ - āĻ¯āĻž āĻāĻ•āĻŸāĻŋ āĻ…āĻ¨āĻ˛āĻžāĻ‡āĻ¨ āĻ¸ā§āĻŸā§‹āĻ°ā§‡āĻœ āĻ¯ā§‡āĻ–āĻžāĻ¨ā§‡ āĻ†āĻŽāĻ°āĻž āĻ¤āĻž āĻ¸āĻ‚āĻ°āĻ•ā§āĻˇāĻŖ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ IoT Edge āĻ¤āĻžāĻ°āĻĒāĻ° āĻ°ā§‡āĻœāĻŋāĻ¸ā§āĻŸā§āĻ°āĻŋ āĻĨā§‡āĻ•ā§‡ āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ°āĻŸāĻŋ āĻĄāĻžāĻ‰āĻ¨āĻ˛ā§‹āĻĄ āĻ•āĻ°ā§‡ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡ āĻĒā§āĻļ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŦā§‡āĨ¤ + +![THe Azure Container Registry logo](../../../../images/azure-container-registry-logo.png) + +āĻāĻ‡ āĻĒāĻžāĻ ā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻ¯ā§‡ āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ° āĻ°ā§‡āĻœāĻŋāĻ¸ā§āĻŸā§āĻ°āĻŋ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻŦ āĻ¤āĻž āĻšāĻ˛ Azure Container RegistryāĨ¤ āĻāĻŸāĻŋ āĻ•ā§‹āĻ¨ āĻĢā§āĻ°ā§€ āĻ¸āĻžāĻ°ā§āĻ­āĻŋāĻ¸ āĻ¨ā§Ÿ, āĻ¤āĻžāĻ‡ āĻ…āĻ°ā§āĻĨā§‡āĻ° āĻ…āĻĒāĻšā§Ÿ āĻ°ā§‹āĻ§ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯ āĻ•āĻžāĻœ āĻļā§‡āĻˇ āĻšāĻ“ā§ŸāĻžāĻ° āĻĒāĻ° āĻ†āĻŽāĻžāĻĻā§‡āĻ°āĻ•ā§‡ [clean up your project](../../../clean-up.md) āĻ…āĻ¨ā§āĻ¸āĻ°āĻŖ āĻ•āĻ°ā§‡ āĻāĻŸāĻŋ āĻŦāĻ¨ā§āĻ§ āĻ•āĻ°ā§‡ āĻĻāĻŋāĻ¤ā§‡ āĻšāĻŦā§‡āĨ¤ + +> 💁 Azure Container Registry āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ°ā§‡āĻ° āĻ–āĻ°āĻš āĻ†āĻŽāĻ°āĻž [Azure Container Registry pricing page](https://azure.microsoft.com/pricing/details/container-registry/?WT.mc_id=academic-17441-jabenn) āĻĨā§‡āĻ•ā§‡ āĻĻā§‡āĻ–āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ āĨ¤ + +### āĻ•āĻžāĻœ - Docker āĻ‡āĻ¨ā§āĻ¸āĻŸāĻ˛ āĻ•āĻ°āĻž + +āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ° āĻŦāĻŋāĻ˛ā§āĻĄ āĻāĻŦāĻ‚ āĻĄā§‡āĻĒāĻ˛ā§Ÿ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯ āĻ†āĻŽāĻžāĻĻā§‡āĻ°āĻ•ā§‡ [Docker](https://www.docker.com/) āĻ‡āĻ¨ā§āĻ¸āĻŸāĻ˛ āĻ•āĻ°ā§‡ āĻ°āĻžāĻ–āĻ¤ā§‡ āĻšāĻŦā§‡āĨ¤ + +1. [Docker install page](https://www.docker.com/products/docker-desktop) āĻĨā§‡āĻ•ā§‡ āĻĻā§‡āĻ–ā§‡ āĻ¨āĻŋāĻ‡ āĻ•ā§€āĻ­āĻžāĻŦā§‡ āĻāĻŸāĻŋ āĻ‡āĻ¨ā§āĻ¸āĻŸāĻ˛ āĻ•āĻ°āĻ¤ā§‡ āĻšāĻŦā§‡āĨ¤ + +### āĻ•āĻžāĻœ - container registry resource āĻ¤ā§ˆāĻ°ā§€ + +1. Azure Container Registry resource āĻ¤ā§ˆāĻ°ā§€āĻ° āĻœāĻ¨ā§āĻ¯ āĻŸāĻžāĻ°ā§āĻŽāĻŋāĻ¨āĻžāĻ˛ āĻŦāĻž āĻ•āĻŽāĻžāĻ¨ā§āĻĄ āĻĒā§āĻ°āĻŽā§āĻĒāĻŸ āĻĨā§‡āĻ•ā§‡ āĻ¨ā§€āĻšā§‡āĻ° āĻ•āĻŽāĻžāĻ¨ā§āĻĄ āĻ°āĻžāĻ¨ āĻĻāĻŋāĻ‡: + + ```sh + az acr create --resource-group fruit-quality-detector \ + --sku Basic \ + --name + ``` + + `` āĻāĻ° āĻ¸ā§āĻĨāĻ˛ā§‡ āĻāĻ•āĻŸāĻŋ āĻ‡āĻ‰āĻ¨āĻŋāĻ• āĻ¨āĻžāĻŽ āĻĻāĻŋāĻ‡ āĻ•ā§‡āĻŦāĻ˛ āĻ…āĻ•ā§āĻˇāĻ° āĻ“ āĻ¸āĻ‚āĻ–ā§āĻ¯āĻž āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡āĨ¤ āĻāĻ•ā§āĻˇā§‡āĻ¤ā§āĻ°ā§‡ `fruitqualitydetector`āĻāĻ° āĻ•āĻžāĻ›āĻžāĻ•āĻžāĻ›āĻŋ āĻ•ā§‹āĻ¨ āĻ¨āĻžāĻŽ āĻĻā§‡ā§ŸāĻžāĻ‡ āĻ¸āĻŽā§€āĻšā§€āĻ¨ āĻšāĻŦā§‡āĨ¤ āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ° āĻ°ā§‡āĻœāĻŋāĻ¸ā§āĻŸā§āĻ°āĻŋ āĻ¤ā§‡ āĻāĻ•āĻ¸ā§‡āĻ¸ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯ URL āĻāĻ° āĻāĻ•āĻŸāĻŋ āĻ…āĻ‚āĻļā§‡ āĻāĻ‡ āĻ¨āĻžāĻŽ āĻŦā§āĻ¯āĻŦāĻšā§ƒāĻ¤ āĻšāĻŦā§‡āĨ¤ āĻ¤āĻžāĻ‡ āĻ¨āĻžāĻŽāĻŸāĻŋāĻ•ā§‡ āĻ‡āĻ‰āĻ¨āĻŋāĻ• āĻšāĻ¤ā§‡ āĻšāĻŦā§‡āĨ¤ + +1. āĻ¨āĻŋāĻŽā§āĻ¨ā§‡āĻ° āĻ•āĻŽāĻžāĻ¨ā§āĻĄ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ Azure Container Registry āĻ¤ā§‡ āĻ˛āĻ—āĻŋāĻ¨ āĻ•āĻ°āĻŋ: + + ```sh + az acr login --name + ``` + + `` āĻāĻ° āĻ¸ā§āĻĨāĻ˛ā§‡ āĻ•āĻ¨ā§āĻŸā§‡āĻ¨āĻžāĻ° āĻ°ā§‡āĻœāĻŋāĻ¸ā§āĻŸā§āĻ°āĻŋ āĻāĻ° āĻ¨āĻžāĻŽ āĻŦāĻ¸āĻžāĻ‡ + +1. Container registry āĻŸāĻŋ admin mode āĻ āĻ¸ā§‡āĻŸ āĻ•āĻ°āĻŋ āĻ¯āĻžāĻ¤ā§‡ āĻĒāĻžāĻ¸āĻ“ā§ŸāĻžāĻ°ā§āĻĄ āĻ¸ā§‡āĻŸ āĻ•āĻ°āĻž āĻ¯āĻžā§ŸāĻƒ + + ```sh + az acr update --admin-enabled true \ + --name + ``` + + `` āĻāĻ° āĻ¸ā§āĻĨāĻ˛ā§‡ āĻ•āĻ¨ā§āĻŸā§‡āĻ¨āĻžāĻ° āĻ°ā§‡āĻœāĻŋāĻ¸ā§āĻŸā§āĻ°āĻŋ āĻāĻ° āĻ¨āĻžāĻŽ āĻŦāĻ¸āĻžāĻ‡āĨ¤ + +1. āĻ¨āĻŋāĻŽā§āĻ¨ā§‡āĻ° āĻ•āĻŽāĻžāĻ¨ā§āĻĄ āĻĻāĻŋā§Ÿā§‡ āĻĒāĻžāĻ¸āĻ“ā§ŸāĻžāĻ°ā§āĻĄ āĻ¸ā§‡āĻŸ āĻ•āĻ°āĻŋ: + + ```sh + az acr credential renew --password-name password \ + --output table \ + --name + ``` + + `` āĻāĻ° āĻ¸ā§āĻĨāĻ˛ā§‡ āĻ•āĻ¨ā§āĻŸā§‡āĻ¨āĻžāĻ° āĻ°ā§‡āĻœāĻŋāĻ¸ā§āĻŸā§āĻ°āĻŋ āĻāĻ° āĻ¨āĻžāĻŽ āĻŦāĻ¸āĻžāĻ‡ + + `PASSWORD` āĻāĻ° āĻ­ā§āĻ¯āĻžāĻ˛ā§āĻŸāĻŋ āĻ•āĻĒāĻŋ āĻ•āĻ°ā§‡ āĻ•ā§‹āĻĨāĻžāĻ“ āĻ¸āĻ‚āĻ°āĻ•ā§āĻˇāĻŖ āĻ•āĻ°ā§‡ āĻ°āĻžāĻ–āĻŋ āĻ•ā§‡āĻ¨āĻ¨āĻž āĻĒāĻ°ā§‡ āĻāĻŸāĻŋāĻ° āĻĒā§āĻ°ā§Ÿā§‹āĻœāĻ¨ āĻšāĻŦā§‡ + +### āĻ•āĻžāĻœ - āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ° āĻ¤ā§ˆāĻ°ā§€ āĻ•āĻ°āĻž + +āĻ†āĻŽāĻ°āĻž āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻļāĻ¨ āĻĨā§‡āĻ•ā§‡ āĻ¯āĻž āĻĄāĻžāĻ‰āĻ¨āĻ˛ā§‹āĻĄ āĻ•āĻ°ā§‡āĻ›āĻŋāĻ˛āĻžāĻŽ āĻ¤āĻž āĻāĻ•āĻŸāĻŋ āĻĄāĻ•āĻžāĻ°āĻĢāĻžāĻ‡āĻ˛ āĻ¯āĻž āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ°āĻŸāĻŋ āĻ•ā§€āĻ­āĻžāĻŦā§‡ āĻ¤ā§ˆāĻ°āĻŋ āĻ•āĻ°āĻž āĻ‰āĻšāĻŋāĻ¤ āĻ¤āĻžāĻ° āĻ¨āĻŋāĻ°ā§āĻĻā§‡āĻļāĻžāĻŦāĻ˛ā§€, āĻ…ā§āĻ¯āĻžāĻĒā§āĻ˛āĻŋāĻ•ā§‡āĻļāĻ¨ āĻ•ā§‹āĻĄ āĻ¸āĻš āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻļāĻ¨ āĻŽāĻĄā§‡āĻ˛ āĻšā§‹āĻ¸ā§āĻŸ āĻ•āĻ°āĻžāĻ° āĻĒā§āĻ°ā§Ÿā§‹āĻœāĻ¨ā§€ā§Ÿ āĻĢāĻžāĻ‡āĻ˛ āĻāĻŦāĻ‚ REST API āĻ°ā§Ÿā§‡āĻ›ā§‡āĨ¤ āĻ†āĻŽāĻ°āĻž DockerFile āĻĨā§‡āĻ•ā§‡ āĻāĻ•āĻŸāĻŋ āĻŸā§āĻ¯āĻžāĻ—āĻ¯ā§āĻ•ā§āĻ¤ āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ° āĻ¤ā§ˆāĻ°āĻŋ āĻ•āĻ°āĻ¤ā§‡ Docker āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ, āĻ¤āĻžāĻ°āĻĒāĻ° āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ° āĻ°ā§‡āĻœāĻŋāĻ¸ā§āĻŸā§āĻ°āĻŋāĻ¤ā§‡ āĻāĻŸāĻŋ āĻĒā§āĻļ āĻ•āĻ°ā§‡ āĻĻāĻŋāĻ‡āĨ¤ + +> 🎓 āĻ•āĻ¨āĻŸā§‡āĻ‡āĻ¨āĻžāĻ°āĻ—ā§āĻ˛āĻŋāĻ•ā§‡ āĻāĻ•āĻŸāĻŋ āĻŸā§āĻ¯āĻžāĻ— āĻĻā§‡āĻ“āĻ¯āĻŧāĻž āĻšāĻ¯āĻŧ āĻ¯āĻž āĻ¤āĻžāĻĻā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻāĻ•āĻŸāĻŋ āĻ¨āĻžāĻŽ āĻāĻŦāĻ‚ āĻ¸āĻ‚āĻ¸ā§āĻ•āĻ°āĻŖ āĻ¨āĻŋāĻ°ā§āĻ§āĻžāĻ°āĻŖ āĻ•āĻ°ā§‡āĨ¤ āĻ¯āĻ–āĻ¨ āĻāĻ•āĻŸāĻŋ āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ° āĻ†āĻĒāĻĄā§‡āĻŸ āĻ•āĻ°āĻžāĻ° āĻĒā§āĻ°āĻ¯āĻŧā§‹āĻœāĻ¨ āĻ¤āĻ–āĻ¨ āĻ†āĻŽāĻ°āĻž āĻāĻŸāĻŋ āĻāĻ•āĻ‡ āĻŸā§āĻ¯āĻžāĻ— āĻĻāĻŋāĻ¯āĻŧā§‡ āĻ¤ā§ˆāĻ°āĻŋ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ āĻ•āĻŋāĻ¨ā§āĻ¤ā§ āĻ­āĻŋāĻ¨ā§āĻ¨ āĻ­āĻžāĻ°ā§āĻ¸āĻ¨ā§‡āĨ¤ + +1. āĻŸāĻžāĻ°ā§āĻŽāĻŋāĻ¨āĻžāĻ˛ āĻŦāĻž āĻ•āĻŽāĻžāĻ¨ā§āĻĄ āĻĒā§āĻ°āĻŽā§āĻĒāĻŸ āĻĨā§‡āĻ•ā§‡ āĻ¨ā§āĻ¯āĻžāĻ­āĻŋāĻ—ā§‡āĻŸ āĻ•āĻ°ā§‡ āĻ•āĻžā§āĻ¸āĻŸāĻŽ āĻ­āĻŋāĻļāĻ¨ā§‡āĻ° unzipped model āĻ āĻ¯āĻžāĻ‡āĨ¤ + +1. āĻ¨āĻŋāĻŽā§āĻ¨ā§‡āĻ° āĻ•āĻŽāĻžāĻ¨ā§āĻĄ āĻĻāĻŋā§Ÿā§‡ āĻ‡āĻŽā§‡āĻœāĻ—ā§āĻ˛ā§‹ āĻŦāĻŋāĻ˛ā§āĻĄ āĻāĻŦāĻ‚ āĻŸā§āĻ¯āĻžāĻ— āĻ•āĻ°āĻŋ: + + ```sh + docker build --platform -t .azurecr.io/classifier:v1 . + ``` + + āĻāĻ–āĻ¨ `` āĻāĻ° āĻ¸ā§āĻĨāĻ˛ā§‡ āĻ¯ā§‡ āĻĒā§āĻ˛āĻžāĻŸāĻĢāĻ°ā§āĻŽā§‡ āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ° āĻ°āĻžāĻ¨ āĻ•āĻ°āĻŦā§‡, āĻ¸ā§‡āĻŸāĻŋ āĻĻāĻŋāĻ‡āĨ¤ āĻ°āĻžāĻ¸ā§āĻĒāĻŦā§‡āĻ°āĻŋ āĻĒāĻžāĻ‡ āĻšāĻ˛ā§‡ `linux/arm64`, ā§ŸāĻžāĻ° āĻ…āĻ¨ā§āĻ¯āĻ¸āĻŦ āĻ•āĻŋāĻ›ā§āĻ¤ā§‡āĻ‡ `linux/amd64` āĻĻāĻŋāĻ¤ā§‡ āĻšāĻŦā§‡āĨ¤ + + > 💁 āĻāĻ•āĻ‡ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨā§‡āĻ•ā§‡ IoT Edge āĻšāĻžāĻ˛āĻžāĻ¨ā§‹ āĻāĻŦāĻ‚ āĻāĻ‡ āĻ•āĻŽāĻžāĻ¨ā§āĻĄāĻ…āĻ—ā§āĻ˛ā§‹ āĻ°āĻžāĻ¨ āĻ•āĻ°āĻž āĻšāĻ˛ā§‡, `--platform ` āĻ…āĻ‚āĻļāĻŸāĻŋ āĻŦāĻžāĻĻ āĻĻā§‡ā§ŸāĻž āĻ¯ā§‡āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡ āĻ•ā§‡āĻ¨āĻ¨āĻž āĻĄāĻŋāĻĢāĻ˛ā§āĻŸ āĻšāĻŋāĻ¸ā§‡āĻŦā§‡ āĻāĻŸāĻŋ āĻ•āĻŽāĻžāĻ¨ā§āĻĄ āĻšāĻ˛āĻŽāĻžāĻ¨ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§āĻŸāĻŋāĻ•ā§‡ āĻ¸āĻŋāĻ˛ā§‡āĻ•ā§āĻŸ āĻ•āĻ°ā§‡ āĻ°āĻžāĻ–ā§‡āĨ¤ + + `` āĻāĻ° āĻ¸ā§āĻĨāĻ˛ā§‡ āĻ•āĻ¨ā§āĻŸā§‡āĻ¨āĻžāĻ° āĻ°ā§‡āĻœāĻŋāĻ¸ā§āĻŸā§āĻ°āĻŋ āĻāĻ° āĻ¨āĻžāĻŽ āĻŦāĻ¸āĻžāĻ‡ + + > 💁 āĻ˛āĻŋāĻ¨āĻžāĻ•ā§āĻ¸ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ°āĻ•āĻžāĻ°ā§€ āĻ•āĻ°ā§‡ āĻšāĻ˛ā§‡, āĻāĻ‡ āĻ•āĻŽāĻžāĻ¨ā§āĻĄ āĻ°āĻžāĻ¨ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯ `sudo` āĻ¯ā§‹āĻ— āĻ•āĻ°āĻ¤ā§‡ āĻšāĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡āĨ¤ + + Docker āĻāĻ–āĻžāĻ¨ā§‡ āĻ‡āĻŽā§‡āĻœ āĻ¤ā§ˆāĻ°āĻŋ āĻ•āĻ°āĻŦā§‡, āĻĒā§āĻ°āĻ¯āĻŧā§‹āĻœāĻ¨ā§€āĻ¯āĻŧ āĻ¸āĻŦ āĻ¸āĻĢāĻŸāĻ“āĻ¯āĻŧā§āĻ¯āĻžāĻ° āĻ•āĻ¨āĻĢāĻŋāĻ—āĻžāĻ° āĻ•āĻ°āĻŦā§‡āĨ¤ āĻ¤āĻžāĻ°āĻĒāĻ° āĻ›āĻŦāĻŋāĻŸāĻŋ `classifier:v1` āĻšāĻŋāĻ¸ā§‡āĻŦā§‡ āĻŸā§āĻ¯āĻžāĻ— āĻ•āĻ°āĻž āĻšāĻŦā§‡āĨ¤ + + ```output + ➜ d4ccc45da0bb478bad287128e1274c3c.DockerFile.Linux docker build --platform linux/amd64 -t fruitqualitydetectorjimb.azurecr.io/classifier:v1 . + [+] Building 102.4s (11/11) FINISHED + => [internal] load build definition from Dockerfile + => => transferring dockerfile: 131B + => [internal] load .dockerignore + => => transferring context: 2B + => [internal] load metadata for docker.io/library/python:3.7-slim + => [internal] load build context + => => transferring context: 905B + => [1/6] FROM docker.io/library/python:3.7-slim@sha256:b21b91c9618e951a8cbca5b696424fa5e820800a88b7e7afd66bba0441a764d6 + => => resolve docker.io/library/python:3.7-slim@sha256:b21b91c9618e951a8cbca5b696424fa5e820800a88b7e7afd66bba0441a764d6 + => => sha256:b4d181a07f8025e00e0cb28f1cc14613da2ce26450b80c54aea537fa93cf3bda 27.15MB / 27.15MB + => => sha256:de8ecf497b753094723ccf9cea8a46076e7cb845f333df99a6f4f397c93c6ea9 2.77MB / 2.77MB + => => sha256:707b80804672b7c5d8f21e37c8396f319151e1298d976186b4f3b76ead9f10c8 10.06MB / 10.06MB + => => sha256:b21b91c9618e951a8cbca5b696424fa5e820800a88b7e7afd66bba0441a764d6 1.86kB / 1.86kB + => => sha256:44073386687709c437586676b572ff45128ff1f1570153c2f727140d4a9accad 1.37kB / 1.37kB + => => sha256:3d94f0f2ca798607808b771a7766f47ae62a26f820e871dd488baeccc69838d1 8.31kB / 8.31kB + => => sha256:283715715396fd56d0e90355125fd4ec57b4f0773f306fcd5fa353b998beeb41 233B / 233B + => => sha256:8353afd48f6b84c3603ea49d204bdcf2a1daada15f5d6cad9cc916e186610a9f 2.64MB / 2.64MB + => => extracting sha256:b4d181a07f8025e00e0cb28f1cc14613da2ce26450b80c54aea537fa93cf3bda + => => extracting sha256:de8ecf497b753094723ccf9cea8a46076e7cb845f333df99a6f4f397c93c6ea9 + => => extracting sha256:707b80804672b7c5d8f21e37c8396f319151e1298d976186b4f3b76ead9f10c8 + => => extracting sha256:283715715396fd56d0e90355125fd4ec57b4f0773f306fcd5fa353b998beeb41 + => => extracting sha256:8353afd48f6b84c3603ea49d204bdcf2a1daada15f5d6cad9cc916e186610a9f + => [2/6] RUN pip install -U pip + => [3/6] RUN pip install --no-cache-dir numpy~=1.17.5 tensorflow~=2.0.2 flask~=1.1.2 pillow~=7.2.0 + => [4/6] RUN pip install --no-cache-dir mscviplib==2.200731.16 + => [5/6] COPY app /app + => [6/6] WORKDIR /app + => exporting to image + => => exporting layers + => => writing image sha256:1846b6f134431f78507ba7c079358ed66d944c0e185ab53428276bd822400386 + => => naming to fruitqualitydetectorjimb.azurecr.io/classifier:v1 + ``` + +### āĻ•āĻžāĻœ - āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ°āĻ•ā§‡ āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ° āĻ°ā§‡āĻœāĻŋāĻ¸ā§āĻŸā§āĻ°āĻŋāĻ¤ā§‡ āĻĒā§āĻļ āĻ•āĻ°āĻž + +1. āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ°āĻ•ā§‡ āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ° āĻ°ā§‡āĻœāĻŋāĻ¸ā§āĻŸā§āĻ°āĻŋāĻ¤ā§‡ āĻĒā§āĻļ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯ āĻ¨āĻŋāĻŽā§āĻ¨ā§‡āĻ° āĻ•āĻŽāĻžāĻ¨ā§āĻĄ āĻ°āĻžāĻ¨ āĻĻāĻŋāĻ‡: + + ```sh + docker push .azurecr.io/classifier:v1 + ``` + + `` āĻāĻ° āĻ¸ā§āĻĨāĻ˛ā§‡ āĻ•āĻ¨ā§āĻŸā§‡āĻ¨āĻžāĻ° āĻ°ā§‡āĻœāĻŋāĻ¸ā§āĻŸā§āĻ°āĻŋ āĻāĻ° āĻ¨āĻžāĻŽ āĻŦāĻ¸āĻžāĻ‡ + + > 💁 āĻ˛āĻŋāĻ¨āĻžāĻ•ā§āĻ¸ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ°āĻ•āĻžāĻ°ā§€ āĻ•āĻ°ā§‡ āĻšāĻ˛ā§‡, āĻāĻ‡ āĻ•āĻŽāĻžāĻ¨ā§āĻĄ āĻ°āĻžāĻ¨ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯ `sudo` āĻ¯ā§‹āĻ— āĻ•āĻ°āĻ¤ā§‡ āĻšāĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡āĨ¤ + + āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ°āĻŸāĻŋ āĻĒā§āĻļ āĻšā§Ÿā§‡ āĻ¯āĻžāĻŦā§‡āĨ¤ + + ```output + ➜ d4ccc45da0bb478bad287128e1274c3c.DockerFile.Linux docker push fruitqualitydetectorjimb.azurecr.io/classifier:v1 + The push refers to repository [fruitqualitydetectorjimb.azurecr.io/classifier] + 5f70bf18a086: Pushed + 8a1ba9294a22: Pushed + 56cf27184a76: Pushed + b32154f3f5dd: Pushed + 36103e9a3104: Pushed + e2abb3cacca0: Pushed + 4213fd357bbe: Pushed + 7ea163ba4dce: Pushed + 537313a13d90: Pushed + 764055ebc9a7: Pushed + v1: digest: sha256:ea7894652e610de83a5a9e429618e763b8904284253f4fa0c9f65f0df3a5ded8 size: 2423 + ``` + +1. Push āĻ āĻŋāĻ•āĻŽāĻ¤ āĻšā§Ÿā§‡āĻ›ā§‡ āĻ•āĻŋāĻ¨āĻž āĻ¤āĻž āĻ­ā§‡āĻ°āĻŋāĻĢāĻžāĻ‡ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯ āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ°ā§‡āĻ° āĻ˛āĻŋāĻ¸ā§āĻŸ āĻĻā§‡āĻ–āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ: + + ```sh + az acr repository list --output table \ + --name + ``` + + `` āĻāĻ° āĻ¸ā§āĻĨāĻ˛ā§‡ āĻ•āĻ¨ā§āĻŸā§‡āĻ¨āĻžāĻ° āĻ°ā§‡āĻœāĻŋāĻ¸ā§āĻŸā§āĻ°āĻŋ āĻāĻ° āĻ¨āĻžāĻŽ āĻŦāĻ¸āĻžāĻ‡ + + ```output + ➜ d4ccc45da0bb478bad287128e1274c3c.DockerFile.Linux az acr repository list --name fruitqualitydetectorjimb --output table + Result + ---------- + classifier + ``` + + āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ°ā§‡āĻ° āĻ˛āĻŋāĻ¸ā§āĻŸ āĻšāĻ˛ā§‡ āĻ†āĻ¸āĻŦā§‡āĨ¤ + +## āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ° āĻĄā§‡āĻĒā§āĻ˛ā§Ÿ āĻ•āĻ°āĻž + +āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ° āĻāĻ–āĻ¨ āĻ†āĻ‡āĻ“āĻŸāĻŋ āĻāĻœ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡ āĻ¸ā§āĻĨāĻžāĻĒāĻ¨ āĻ•āĻ°āĻž āĻ¯ā§‡āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡āĨ¤ āĻĄā§‡āĻĒā§āĻ˛ā§Ÿ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯ āĻāĻ•āĻŸāĻŋ deployment manifest āĻ•ā§‡ āĻĄāĻŋāĻĢāĻžāĻ‡āĻ¨ āĻ•āĻ°āĻ¤ā§‡ āĻšāĻŦā§‡ - āĻāĻŸāĻŋ āĻāĻ•āĻŸāĻŋ JSON āĻĄāĻ•ā§āĻŽā§‡āĻ¨ā§āĻŸ āĻ¯āĻž EdgeāĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡ āĻŽāĻĄāĻŋāĻ‰āĻ˛āĻ—ā§āĻ˛āĻŋ āĻ¤āĻžāĻ˛āĻŋāĻ•āĻžāĻ­ā§āĻ•ā§āĻ¤ āĻ•āĻ°ā§‡āĨ¤ + +### āĻ•āĻžāĻœ - deployment manifest āĻ¤ā§ˆāĻ°ā§€ āĻ•āĻ°āĻž + +1. āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻžāĻ°ā§‡ `deployment.json` āĻ¨āĻžāĻŽā§‡ āĻāĻ•āĻŸāĻŋ āĻĢāĻžāĻ‡āĻ˛ āĻ¤ā§ˆāĻ°ā§€ āĻ•āĻ°āĻŋāĨ¤ + +1. āĻ¨āĻŋāĻŽā§āĻ¨ā§‡āĻ° āĻ…āĻ‚āĻļāĻŸā§āĻ•ā§ āĻ¸ā§‡āĻ‡ āĻĢāĻžāĻ‡āĻ˛ā§‡ āĻ¯ā§‹āĻ— āĻ•āĻ°āĻŋ: + + ```json + { + "content": { + "modulesContent": { + "$edgeAgent": { + "properties.desired": { + "schemaVersion": "1.1", + "runtime": { + "type": "docker", + "settings": { + "minDockerVersion": "v1.25", + "loggingOptions": "", + "registryCredentials": { + "ClassifierRegistry": { + "username": "", + "password": "", + "address": ".azurecr.io" + } + } + } + }, + "systemModules": { + "edgeAgent": { + "type": "docker", + "settings": { + "image": "mcr.microsoft.com/azureiotedge-agent:1.1", + "createOptions": "{}" + } + }, + "edgeHub": { + "type": "docker", + "status": "running", + "restartPolicy": "always", + "settings": { + "image": "mcr.microsoft.com/azureiotedge-hub:1.1", + "createOptions": "{\"HostConfig\":{\"PortBindings\":{\"5671/tcp\":[{\"HostPort\":\"5671\"}],\"8883/tcp\":[{\"HostPort\":\"8883\"}],\"443/tcp\":[{\"HostPort\":\"443\"}]}}}" + } + } + }, + "modules": { + "ImageClassifier": { + "version": "1.0", + "type": "docker", + "status": "running", + "restartPolicy": "always", + "settings": { + "image": ".azurecr.io/classifier:v1", + "createOptions": "{\"ExposedPorts\": {\"80/tcp\": {}},\"HostConfig\": {\"PortBindings\": {\"80/tcp\": [{\"HostPort\": \"80\"}]}}}" + } + } + } + } + }, + "$edgeHub": { + "properties.desired": { + "schemaVersion": "1.1", + "routes": { + "upstream": "FROM /messages/* INTO $upstream" + }, + "storeAndForwardConfiguration": { + "timeToLiveSecs": 7200 + } + } + } + } + } + } + ``` + + > 💁 āĻāĻ‡ āĻĢāĻžāĻ‡āĻ˛āĻŸāĻŋ [code-deployment/deployment](code-deployment/deployment) folder āĻ āĻĒāĻžāĻ“ā§ŸāĻž āĻ¯āĻžāĻŦā§‡āĨ¤ + + ā§ŠāĻŸāĻŋ `` āĻāĻ° āĻœāĻžā§ŸāĻ—āĻžā§Ÿ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻŦā§āĻ¯āĻŦāĻšā§ƒāĻ¤ container registry āĻāĻ° āĻ¨āĻžāĻŽ āĻŦāĻ¸āĻžāĻ‡āĨ¤ ā§§āĻŸāĻŋ `ImageClassifier` āĻŽāĻĄāĻŋāĻ‰āĻ˛ā§‡, āĻŦāĻžāĻ•āĻŋ ā§¨āĻŸāĻŋ `registryCredentials` āĻ…āĻ‚āĻļā§‡ āĻ°ā§Ÿā§‡āĻ›ā§‡āĨ¤ + + āĻāĻ–āĻ¨ `` āĻ…āĻ‚āĻļā§‡āĻ° `registryCredentials` āĻ¸ā§‡āĻ•āĻļāĻ¨ā§‡ āĻĒāĻžāĻ¸āĻ“ā§ŸāĻžāĻ°ā§āĻĄ āĻĻāĻŋāĻ‡āĨ¤ + +1. āĻ¯ā§‡ āĻĢā§‹āĻ˛ā§āĻĄāĻžāĻ°ā§‡ deployment manifest āĻ°ā§Ÿā§‡āĻ›ā§‡ āĻ¸ā§‡āĻ–āĻžāĻ¨ā§‡ āĻ¨āĻŋāĻŽā§āĻ¨ā§‡āĻ° āĻ•āĻŽāĻžāĻ¨ā§āĻĄ āĻ°āĻžāĻ¨ āĻ•āĻ°āĻŋ: + + ```sh + az iot edge set-modules --device-id fruit-quality-detector-edge \ + --content deployment.json \ + --hub-name + ``` + + `` āĻāĻ° āĻ¸ā§āĻĨāĻ˛ā§‡ āĻ†āĻŽāĻžāĻĻā§‡āĻ° IoT Hub āĻāĻ° āĻ¨āĻžāĻŽ āĻŦāĻ¸āĻžāĻ‡āĨ¤ + + Edge āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ° āĻŽāĻĄāĻŋāĻ‰āĻ˛āĻŸāĻŋ āĻĄā§‡āĻĒā§āĻ˛ā§Ÿ āĻšā§Ÿā§‡ āĻ¯āĻžāĻŦā§‡āĨ¤ + +### āĻ•āĻžāĻœ - āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ°āĻŸāĻŋ āĻšāĻ˛āĻ›ā§‡ āĻ•āĻŋāĻ¨āĻž āĻ¤āĻž āĻ­ā§‡āĻ°āĻŋāĻĢāĻžāĻ‡ āĻ•āĻ°āĻž + +1. IoT edge device āĻ āĻ•āĻžāĻ¨ā§‡āĻ•ā§āĻŸ āĻ•āĻ°āĻž: + + * Raspberry Pi āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ°āĻ•āĻžāĻ°ā§€ āĻšāĻ˛ā§‡, āĻ•āĻžāĻ¨ā§‡āĻ•ā§āĻŸ āĻ•āĻ°āĻ¤ā§‡ āĻšāĻŦā§‡ āĻšā§Ÿ ssh āĻĻāĻŋā§Ÿā§‡ terminal āĻĨā§‡āĻ•ā§‡ āĻĨā§‡āĻ•ā§‡ āĻ…āĻĨāĻŦāĻž āĻ•ā§‹āĻ¨ VS Code āĻĨā§‡āĻ•ā§‡ āĻ•ā§‹āĻ¨ remote SSH session āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡āĨ¤ + * āĻ‰āĻ‡āĻ¨ā§āĻĄā§‹āĻœā§‡ Linux container āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ°āĻ•āĻžāĻ°ā§€ āĻšāĻ˛ā§‡, [verify successful configuration guide](https://docs.microsoft.com/azure/iot-edge/how-to-install-iot-edge-on-windows?WT.mc_id=academic-17441-jabenn&view=iotedge-2018-06&tabs=powershell#verify-successful-configuration) āĻŸāĻŋ āĻ…āĻ¨ā§āĻ¸āĻ°āĻŖ āĻ•āĻ°āĻ¤ā§‡ āĻšāĻŦā§‡āĨ¤ + * Virtual machine āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ°āĻ•āĻžāĻ°ā§€ āĻšāĻ˛ā§‡, `adminUsername` āĻāĻŦāĻ‚ `password` āĻ¸ā§‡āĻŸ āĻ•āĻ°āĻžāĻ° āĻ¸āĻŽā§ŸāĻ‡ SSH āĻ•āĻ°ā§‡ āĻ°āĻžāĻ–āĻž āĻ¯āĻžā§Ÿ + + ```sh + ssh @ + ``` + + āĻ…āĻĨāĻŦāĻž: + + ```sh + ssh @ + ``` + + āĻĒāĻžāĻ¸āĻ“ā§ŸāĻžāĻ°ā§āĻĄ āĻšāĻžāĻ‡āĻ˛ā§‡, āĻ¤āĻž āĻĒā§āĻ°āĻŦā§‡āĻļ āĻ•āĻ°āĻžāĻ‡āĨ¤ + +1. āĻ•āĻžāĻ¨ā§‡āĻ•ā§āĻŸ āĻšā§Ÿā§‡ āĻ—ā§‡āĻ˛ā§‡, IoT Edge module āĻ—ā§āĻ˛ā§‹ āĻĻā§‡āĻ–āĻžāĻ° āĻœāĻ¨ā§āĻ¯ āĻ¨āĻŋāĻŽā§āĻ¨ā§‡āĻ° āĻ•āĻŽāĻžāĻ¨ā§āĻĄ āĻ°āĻžāĻ¨ āĻĻāĻŋāĻ‡ : + + ```sh + iotedge list + ``` + + > 💁 āĻāĻ–āĻžāĻ¨ā§‡ `sudo` āĻ•āĻŽāĻžāĻ¨ā§āĻĄ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ°ā§‡āĻ° āĻĒā§āĻ°ā§Ÿā§‹āĻœāĻ¨ āĻšāĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡āĨ¤ + + āĻ°āĻžāĻ¨āĻŋāĻ‚ āĻŽāĻĄāĻŋāĻ‰āĻ˛āĻ—ā§āĻ˛ā§‹ āĻĻā§‡āĻ–āĻž āĻ¯āĻžāĻŦā§‡: + + ```output + jim@fruit-quality-detector-jimb:~$ iotedge list + NAME STATUS DESCRIPTION CONFIG + ImageClassifier running Up 42 minutes fruitqualitydetectorjimb.azurecr.io/classifier:v1 + edgeAgent running Up 42 minutes mcr.microsoft.com/azureiotedge-agent:1.1 + edgeHub running Up 42 minutes mcr.microsoft.com/azureiotedge-hub:1.1 + ``` + +1. Image classifier module āĻāĻ° āĻ˛āĻ— āĻšāĻŋāĻ¸ā§āĻŸā§‹āĻ°āĻŋ āĻĻā§‡āĻ–āĻ¤ā§‡ āĻ¨āĻŋāĻŽā§āĻ¨ā§‡āĻ° āĻ•āĻŽāĻžāĻ¨ā§āĻĄ āĻ°āĻžāĻ¨ āĻĻāĻŋāĻ‡ : + + ```sh + iotedge logs ImageClassifier + ``` + + > 💁 āĻāĻ‡ āĻ•āĻŽāĻžāĻ¨ā§āĻĄ āĻāĻ° āĻ¸āĻžāĻĨā§‡ `sudo` āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ°ā§‡āĻ° āĻĒā§āĻ°ā§Ÿā§‹āĻœāĻ¨ āĻšāĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡āĨ¤ + + ```output + jim@fruit-quality-detector-jimb:~$ iotedge logs ImageClassifier + 2021-07-05 20:30:15.387144: I tensorflow/core/platform/cpu_feature_guard.cc:142] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA + 2021-07-05 20:30:15.392185: I tensorflow/core/platform/profile_utils/cpu_utils.cc:94] CPU Frequency: 2394450000 Hz + 2021-07-05 20:30:15.392712: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x55ed9ac83470 executing computations on platform Host. Devices: + 2021-07-05 20:30:15.392806: I tensorflow/compiler/xla/service/service.cc:175] StreamExecutor device (0): Host, Default Version + Loading model...Success! + Loading labels...2 found. Success! + * Serving Flask app "app" (lazy loading) + * Environment: production + WARNING: This is a development server. Do not use it in a production deployment. + Use a production WSGI server instead. + * Debug mode: off + * Running on http://0.0.0.0:80/ (Press CTRL+C to quit) + ``` + +### āĻ•āĻžāĻœ - āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ° āĻŸā§‡āĻ¸ā§āĻŸ āĻ•āĻ°āĻž + +1. CURL āĻĻāĻŋā§Ÿā§‡ image classifier āĻŸā§‡āĻ¸ā§āĻŸ āĻ•āĻ°āĻž āĻ¯āĻžā§Ÿ āĻ¯ā§‡āĻ–āĻžāĻ¨ā§‡ IP address āĻŦāĻž āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻžāĻ°ā§‡āĻ° āĻšā§‹āĻ¸ā§āĻŸ āĻ¨ā§‡āĻ‡āĻŽ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻž āĻšāĻŦā§‡ āĻ¯ā§‡āĻŸāĻŋāĻ¤ā§‡ IoT Edge agent āĻšāĻ˛āĻŽāĻžāĻ¨ āĻ°ā§Ÿā§‡āĻ›ā§‡āĨ¤ IP address āĻ–ā§āĻœā§‡ āĻŦā§‡āĻ° āĻ•āĻ°āĻŋ: + + * IoT Edge āĻ¯ā§‡ āĻŽā§‡āĻļāĻŋāĻ¨ā§‡ āĻ°āĻžāĻ¨ āĻšā§āĻšā§āĻ›ā§‡ āĻ¸ā§‡āĻŸāĻŋ āĻĨā§‡āĻ•ā§‡ āĻ•āĻžāĻœ āĻ•āĻ°āĻ˛ā§‡, āĻšā§‹āĻ¸ā§āĻŸ āĻ¨ā§‡āĻŽ āĻšāĻŦā§‡ `localhost` āĨ¤ + * VM (āĻ­āĻžāĻ°ā§āĻšā§ā§ŸāĻžāĻ˛ āĻŽā§‡āĻļāĻŋāĻ¨) āĻĨā§‡āĻ•ā§‡ āĻ•āĻžāĻœ āĻ•āĻ°āĻ˛ā§‡ IP address āĻ…āĻĨāĻŦāĻž āĻ­āĻŋāĻāĻŽ āĻāĻ° DNS name āĻĻāĻŋāĻ¤ā§‡ āĻšāĻŦā§‡āĨ¤ + * āĻ…āĻ¨ā§āĻ¯āĻĨāĻžā§Ÿ IoT Edge āĻ¯ā§‡ āĻŽā§‡āĻļāĻŋāĻ¨ā§‡ āĻšāĻ˛āĻ›ā§‡ āĻ¸ā§‡āĻŸāĻŋāĻ° āĻ†āĻ‡āĻĒāĻŋ āĻāĻĄā§āĻ°ā§‡āĻ¸ āĻœāĻžāĻ¨āĻžāĻ° āĻ…āĻ¨ā§āĻ¯, āĻ¯āĻž āĻ•āĻ°āĻ¤ā§‡ āĻšāĻŦā§‡ āĻ¤āĻž āĻšāĻ˛ā§‹: + * Windows 10 āĻ [find your IP address guide](https://support.microsoft.com/windows/find-your-ip-address-f21a9bbc-c582-55cd-35e0-73431160a1b9?WT.mc_id=academic-17441-jabenn) āĻ…āĻ¨ā§āĻ¸āĻ°āĻŖ āĻ•āĻ°āĻŋāĨ¤ + * macOS āĻšāĻ˛ā§‡ [how to find you IP address on a Mac guide](https://www.hellotech.com/guide/for/how-to-find-ip-address-on-mac) āĻ…āĻ¨ā§āĻ¸āĻ°āĻŖ āĻ•āĻ°āĻŋāĨ¤ + * linux āĻšāĻ˛ā§‡, [how to find your IP address in Linux guide](https://opensource.com/article/18/5/how-find-ip-address-linux) āĻĨā§‡āĻ•ā§‡ āĻĒā§āĻ°āĻžāĻ‡āĻ­ā§‡āĻŸ āĻāĻĄā§āĻ°ā§‡āĻ¸ā§‡āĻ° āĻ…āĻ‚āĻļāĻŸāĻŋ āĻ…āĻ¨ā§āĻ¸āĻ°āĻŖ āĻ•āĻ°āĻŋāĨ¤ + +1. āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ°āĻ•ā§‡ āĻ˛ā§‹āĻ•āĻžāĻ˛ āĻĢāĻžāĻ‡āĻ˛ āĻĻāĻŋā§Ÿā§‡ āĻŸā§‡āĻ¸ā§āĻŸ āĻ•āĻ°āĻ¤ā§‡ āĻ¨ā§€āĻšā§‡āĻ° curl āĻ•āĻŽāĻžāĻ¨ā§āĻĄ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻŋ: + + ```sh + curl --location \ + --request POST 'http:///image' \ + --header 'Content-Type: image/png' \ + --data-binary '@' + ``` + + `` āĻāĻ° āĻœāĻžā§ŸāĻ—āĻžā§Ÿ āĻ†āĻŽāĻžāĻĻā§‡āĻ° IP address āĻŦāĻž host name āĻĻāĻŋāĻ‡ āĻ¯ā§‡āĻŸāĻŋ āĻĨā§‡āĻ•ā§‡ IoT Edge āĻšāĻ˛āĻ›ā§‡ āĻāĻŦāĻ‚ `` āĻ™ā§āĻ—ā§‡āĻ° āĻœāĻžā§ŸāĻ—āĻžā§Ÿ āĻ¯ā§‡ āĻĢāĻžāĻ‡āĻ˛ āĻĻāĻŋā§Ÿā§‡ āĻŸā§‡āĻ¸ā§āĻŸ āĻ•āĻ°āĻž āĻšāĻŦā§‡, āĻ¸ā§‡āĻŸāĻŋāĻ° āĻ¨āĻžāĻŽ āĻĻāĻŋāĻ‡āĨ¤ + + āĻ†āĻ‰āĻŸāĻĒā§āĻŸā§‡ āĻĒā§āĻ°ā§‡āĻĄāĻŋāĻ•āĻļāĻ¨ āĻ°ā§‡āĻœāĻžāĻ˛ā§āĻŸ āĻĻā§‡āĻ–āĻž āĻ¯āĻžāĻŦā§‡āĨ¤ + + ```output + { + "created": "2021-07-05T21:44:39.573181", + "id": "", + "iteration": "", + "predictions": [ + { + "boundingBox": null, + "probability": 0.9995615482330322, + "tagId": "", + "tagName": "ripe" + }, + { + "boundingBox": null, + "probability": 0.0004384400090202689, + "tagId": "", + "tagName": "unripe" + } + ], + "project": "" + } + ``` + + > 💁 āĻāĻ–āĻžāĻ¨ā§‡ āĻāĻ•āĻŸāĻŋ āĻĒā§āĻ°ā§‡āĻĄāĻŋāĻ•āĻļāĻ¨ āĻ•ā§€ (key) āĻ¸āĻ°āĻŦāĻ°āĻžāĻš āĻ•āĻ°āĻžāĻ° āĻĒā§āĻ°āĻ¯āĻŧā§‹āĻœāĻ¨ āĻ¨ā§‡āĻ‡, āĻ•āĻžāĻ°āĻŖ āĻāĻŸāĻŋ Azure āĻ°āĻŋāĻ¸ā§‹āĻ°ā§āĻ¸ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻ›ā§‡ āĻ¨āĻžāĨ¤ āĻĒāĻžāĻŦāĻ˛āĻŋāĻ• āĻāĻ¨ā§āĻĄāĻĒāĻ¯āĻŧā§‡āĻ¨ā§āĻŸ āĻāĻŦāĻ‚ āĻāĻĒāĻŋāĻ†āĻ‡ āĻ•ā§€ (key) -āĻāĻ° āĻ‰āĻĒāĻ° āĻ¨āĻŋāĻ°ā§āĻ­āĻ° āĻ¨āĻž āĻ•āĻ°ā§‡, āĻāĻ° āĻĒāĻ°āĻŋāĻŦāĻ°ā§āĻ¤ā§‡ āĻ…āĻ­ā§āĻ¯āĻ¨ā§āĻ¤āĻ°ā§€āĻŖ āĻ¨āĻŋāĻ°āĻžāĻĒāĻ¤ā§āĻ¤āĻžāĻ° āĻĒā§āĻ°āĻ¯āĻŧā§‹āĻœāĻ¨ā§‡āĻ° āĻ­āĻŋāĻ¤ā§āĻ¤āĻŋāĻ¤ā§‡ āĻ…āĻ­ā§āĻ¯āĻ¨ā§āĻ¤āĻ°ā§€āĻŖ āĻ¨ā§‡āĻŸāĻ“āĻ¯āĻŧāĻžāĻ°ā§āĻ•ā§‡ āĻ¨āĻŋāĻ°āĻžāĻĒāĻ¤ā§āĻ¤āĻž āĻ•āĻ¨āĻĢāĻŋāĻ—āĻžāĻ° āĻ•āĻ°āĻž āĻšāĻŦā§‡āĨ¤ + +## āĻ†āĻŽāĻžāĻĻā§‡āĻ° IoT Edge device āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻž + +āĻāĻ–āĻ¨ āĻ¯ā§‡āĻšā§‡āĻ¤ā§ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ° āĻāĻ•āĻŸāĻŋ āĻ†āĻ‡āĻ“āĻŸāĻŋ āĻāĻœ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡ āĻ¸ā§āĻĨāĻžāĻĒāĻ¨ āĻ•āĻ°āĻž āĻšāĻ¯āĻŧā§‡āĻ›ā§‡, āĻāĻŸāĻŋ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ†āĻ‡āĻ“āĻŸāĻŋ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨā§‡āĻ•ā§‡ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŦā§‹āĨ¤ + +### āĻ•āĻžāĻœ - āĻ†āĻŽāĻžāĻĻā§‡āĻ° IoT Edge device āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° + +IoT Edge classifier āĻĻāĻŋā§Ÿā§‡ āĻ›āĻŦāĻŋ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ‡ āĻ•āĻ°āĻ¤ā§‡, āĻ¨āĻŋāĻŽā§āĻ¨ā§‡āĻ° āĻ—āĻžāĻ‡āĻĄāĻ—ā§āĻ˛ā§‹ āĻ…āĻ¨ā§āĻ¸āĻ°āĻŖ āĻ•āĻ°āĻŋ: + +* [Arduino - Wio Terminal](../wio-terminal.md) +* [Single-board computer - Raspberry Pi/Virtual IoT device](../single-board-computer.md) + +### Model retraining + +IoT Edge- āĻ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ° āĻšāĻžāĻ˛āĻžāĻ¨ā§‹āĻ° āĻāĻ•āĻŸāĻŋ āĻ¸āĻŽāĻ¸ā§āĻ¯āĻž āĻšāĻ˛ āĻāĻ—ā§āĻ˛āĻŋ āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻļāĻ¨ āĻĒā§āĻ°āĻœā§‡āĻ•ā§āĻŸā§‡āĻ° āĻ¸āĻžāĻĨā§‡ āĻ¸āĻ‚āĻ¯ā§āĻ•ā§āĻ¤ āĻ¨āĻ¯āĻŧāĨ¤ āĻ¯āĻĻāĻŋ āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻļāĻ¨ā§‡ **Predictions** āĻŸā§āĻ¯āĻžāĻŦāĻŸāĻŋ āĻĻā§‡āĻ–āĻŋ, āĻ¤āĻŦā§‡ āĻāĻœ-āĻ­āĻŋāĻ¤ā§āĻ¤āĻŋāĻ• āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ° āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻļā§āĻ°ā§‡āĻŖā§€āĻŦāĻĻā§āĻ§ āĻ•āĻ°āĻž āĻ›āĻŦāĻŋāĻ—ā§āĻ˛āĻŋ āĻĻā§‡āĻ–āĻ¤ā§‡ āĻĒāĻžāĻŦ āĻ¨āĻžāĨ¤ + +āĻ¸āĻ¤ā§āĻ¯āĻŋ āĻŦāĻ˛āĻ¤ā§‡ āĻ—ā§‡āĻ˛ā§‡ āĻāĻŸāĻŋ āĻāĻ•ā§‡āĻŦāĻžāĻ°ā§‡ āĻĒā§āĻ°āĻ¤ā§āĻ¯āĻžāĻļāĻŋāĻ¤ āĻāĻ•āĻŸāĻŋ āĻ†āĻšāĻ°āĻŖ - āĻ›āĻŦāĻŋāĻ—ā§āĻ˛āĻŋ āĻ•ā§āĻ˛āĻžāĻ‰āĻĄā§‡ āĻļā§āĻ°ā§‡āĻŖāĻŋāĻŦāĻŋāĻ¨ā§āĻ¯āĻžāĻ¸ā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻĒāĻžāĻ āĻžāĻ¨ā§‹ āĻšāĻ¯āĻŧ āĻ¨āĻž, āĻ¤āĻžāĻ‡ āĻ¸ā§‡āĻ—ā§āĻ˛āĻŋ āĻ•ā§āĻ˛āĻžāĻ‰āĻĄā§‡ āĻĒāĻžāĻ“āĻ¯āĻŧāĻž āĻ¯āĻžāĻŦā§‡ āĻ¨āĻžāĨ¤ āĻ†āĻ‡āĻ“āĻŸāĻŋ āĻāĻœ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻžāĻ° āĻāĻ•āĻŸāĻŋ āĻ¸ā§āĻŦāĻŋāĻ§āĻž āĻšāĻ˛ āĻ—ā§‹āĻĒāĻ¨ā§€āĻ¯āĻŧāĻ¤āĻž, āĻ¨āĻŋāĻļā§āĻšāĻŋāĻ¤ āĻ•āĻ°āĻž āĻ¯ā§‡ āĻ›āĻŦāĻŋāĻ—ā§āĻ˛āĻŋ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ¨ā§‡āĻŸāĻ“āĻ¯āĻŧāĻžāĻ°ā§āĻ• āĻāĻ° āĻŦāĻžāĻ‡āĻ°ā§‡ āĻ¯āĻžāĻŦā§‡āĻ¨āĻžāĨ¤ āĻ†āĻŦāĻžāĻ° āĻāĻŸāĻŋ āĻ…āĻĢāĻ˛āĻžāĻ‡āĻ¨ā§‡ āĻ•āĻžāĻœ āĻ•āĻ°āĻ¤ā§‡ āĻ¸āĻ•ā§āĻˇāĻŽ āĻšāĻšā§āĻ›ā§‡, āĻ¤āĻžāĻ‡ āĻ¯āĻ–āĻ¨ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡ āĻ‡āĻ¨ā§āĻŸāĻžāĻ°āĻ¨ā§‡āĻŸ āĻ¸āĻ‚āĻ¯ā§‹āĻ— āĻ¨ā§‡āĻ‡ āĻ¤āĻ–āĻ¨ āĻ›āĻŦāĻŋ āĻ†āĻĒāĻ˛ā§‹āĻĄ āĻ•āĻ°āĻžāĻ° āĻ‰āĻĒāĻ° āĻ¨āĻŋāĻ°ā§āĻ­āĻ° āĻ•āĻ°ā§‡ āĻ¨āĻžāĨ¤ āĻ¨ā§‡āĻ¤āĻŋāĻŦāĻžāĻšāĻ• āĻĻāĻŋāĻ•āĻŸāĻŋ āĻšāĻ˛ā§‹ āĻ¯ā§‡ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻŽāĻĄā§‡āĻ˛ā§‡āĻ° āĻ‰āĻ¨ā§āĻ¨āĻ¤āĻŋ āĻ āĻŋāĻ•āĻŽāĻ¤ āĻšāĻšā§āĻ›ā§‡āĻ¨āĻž - āĻ†āĻŽāĻžāĻĻā§‡āĻ°āĻ•ā§‡ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ°ā§‡āĻ° āĻ‰āĻ¨ā§āĻ¨āĻ¤āĻŋ āĻāĻŦāĻ‚ āĻĒā§āĻ¨āĻ°āĻžāĻ¯āĻŧ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻŽā§āĻ¯āĻžāĻ¨ā§āĻ¯āĻŧāĻžāĻ˛āĻŋ āĻĒā§āĻ¨āĻ°āĻžāĻ¯āĻŧ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ‡ āĻ•āĻ°āĻž āĻ¯āĻžāĻ¯āĻŧ āĻāĻŽāĻ¨ āĻ›āĻŦāĻŋ āĻ¸āĻ‚āĻ°āĻ•ā§āĻˇāĻŖā§‡āĻ° āĻ…āĻ¨ā§āĻ¯ āĻ‰āĻĒāĻžāĻ¯āĻŧ āĻŦāĻžāĻ¸ā§āĻ¤āĻŦāĻžāĻ¯āĻŧāĻ¨ āĻ•āĻ°āĻ¤ā§‡ āĻšāĻŦā§‡āĨ¤ + + +✅ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ° āĻĒā§āĻ¨āĻ°āĻžāĻ¯āĻŧ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĻā§‡āĻ“āĻ¯āĻŧāĻžāĻ° āĻœāĻ¨ā§āĻ¯ āĻ›āĻŦāĻŋ āĻ†āĻĒāĻ˛ā§‹āĻĄ āĻ•āĻ°āĻžāĻ° āĻ‰āĻĒāĻžāĻ¯āĻŧ āĻ¸āĻŽā§āĻĒāĻ°ā§āĻ•ā§‡ āĻšāĻŋāĻ¨ā§āĻ¤āĻž āĻ•āĻ°āĻŋāĨ¤ + +--- + +## 🚀 āĻšā§āĻ¯āĻžāĻ˛ā§‡āĻžā§āĻœ + +Edge āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡ AI āĻŽāĻĄā§‡āĻ˛ āĻšāĻžāĻ˛āĻžāĻ¨ā§‹ āĻ•ā§āĻ˛āĻžāĻ‰āĻĄā§‡āĻ° āĻ¤ā§āĻ˛āĻ¨āĻžā§Ÿ āĻĻā§āĻ°ā§āĻ¤āĻ¤āĻ° āĻšāĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡ - āĻ•āĻžāĻ°āĻŖ āĻ¸ā§‡āĻ–āĻžāĻ¨ā§‡ network hop āĻ›ā§‹āĻŸ āĨ¤ āĻ¤āĻŦā§‡ āĻšāĻžāĻ°ā§āĻĄāĻ“āĻ¯āĻŧā§āĻ¯āĻžāĻ° āĻāĻ° āĻĢāĻ˛ā§‡ āĻ¤āĻž āĻ§ā§€āĻ°āĻ“ āĻšāĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡ ,āĻ†āĻ° āĻ¤āĻžāĻ‡ āĻŽāĻĄā§‡āĻ˛āĻŸāĻŋ āĻ•ā§āĻ˛āĻžāĻ‰āĻĄā§‡āĻ° āĻŽāĻ¤ā§‹ āĻļāĻ•ā§āĻ¤āĻŋāĻļāĻžāĻ˛ā§€ āĻ¨āĻžāĻ“ āĻšāĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡āĨ¤ + +āĻ¸āĻŽāĻ¯āĻŧāĻ•ā§āĻˇā§‡āĻĒāĻ¨ āĻāĻ° āĻ¨ā§‹āĻŸ āĻ¨āĻŋāĻ‡ āĻāĻŦāĻ‚ āĻ¤ā§āĻ˛āĻ¨āĻž āĻ•āĻ°āĻŋ āĻ†āĻŽāĻžāĻĻā§‡āĻ° Edge āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡ āĻ•āĻžāĻœ, āĻ•ā§āĻ˛āĻžāĻ‰āĻĄā§‡ āĻ•āĻžāĻœ āĻ•āĻ°āĻžāĻ° āĻšā§‡āĻ¯āĻŧā§‡ āĻĻā§āĻ°ā§āĻ¤ āĻŦāĻž āĻ§ā§€āĻ° - āĻ•ā§‹āĻ¨āĻŸāĻŋ āĻ˜āĻŸā§‡? āĻĒāĻžāĻ°ā§āĻĨāĻ•ā§āĻ¯ āĻāĻ° āĻ•āĻžāĻ°āĻŖ, āĻŦāĻž āĻĒāĻžāĻ°ā§āĻĨāĻ•ā§āĻ¯ āĻ¨āĻž āĻĨāĻžāĻ•āĻ˛ā§‡ āĻ¸ā§‡āĻŸāĻŋ āĻ¸āĻŽā§āĻĒāĻ°ā§āĻ•ā§‡ āĻšāĻŋāĻ¨ā§āĻ¤āĻž āĻ•āĻ°āĻŋāĨ¤ āĻŦāĻŋāĻļā§‡āĻˇ āĻšāĻžāĻ°ā§āĻĄāĻ“āĻ¯āĻŧā§āĻ¯āĻžāĻ° āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ Edge āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡ āĻāĻ†āĻ‡ āĻŽāĻĄā§‡āĻ˛āĻ—ā§āĻ˛āĻŋ āĻĻā§āĻ°ā§āĻ¤ āĻšāĻžāĻ˛āĻžāĻ¨ā§‹āĻ° āĻ‰āĻĒāĻžāĻ¯āĻŧāĻ—ā§āĻ˛āĻŋ āĻ—āĻŦā§‡āĻˇāĻŖāĻž āĻ•āĻ°āĻŋāĨ¤ + + +## āĻ˛ā§‡āĻ•āĻšāĻžāĻ°-āĻĒāĻ°āĻŦāĻ°ā§āĻ¤ā§€ āĻ•ā§āĻ‡āĻœ + +[āĻ˛ā§‡āĻ•āĻšāĻžāĻ°-āĻĒāĻ°āĻŦāĻ°ā§āĻ¤ā§€ āĻ•ā§āĻ‡āĻœ](https://brave-island-0b7c7f50f.azurestaticapps.net/quiz/34) + +## āĻ°āĻŋāĻ­āĻŋāĻ‰ āĻāĻŦāĻ‚ āĻ¸ā§āĻŦ-āĻ…āĻ§ā§āĻ¯ā§ŸāĻ¨ + +* āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ° āĻ¸āĻŽā§āĻĒāĻ°ā§āĻ•ā§‡ āĻœāĻžāĻ¨āĻ¤ā§‡ āĻĒā§œāĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ - [OS-level virtualization page on Wikipedia](https://wikipedia.org/wiki/OS-level_virtualization) +* Edge computing āĻ¸āĻŽā§āĻĒāĻ°ā§āĻ•ā§‡ āĻœāĻžāĻ¨āĻ¤ā§‡ āĻšāĻ˛ā§‡, āĻĒā§œāĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ - [what is edge computing and why does it matter? article on NetworkWorld](https://www.networkworld.com/article/3224893/what-is-edge-computing-and-how-it-s-changing-the-network.html) +* IoT Edge āĻ āĻšāĻ˛āĻŽāĻžāĻ¨ AI service āĻ¸āĻŽā§āĻĒāĻ°ā§āĻ•ā§‡ āĻœāĻžāĻ¨āĻ¤ā§‡ āĻšāĻ˛ā§‡, āĻĒā§œāĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ - [learn how to use Azure IoT Edge on a pre-built AI service on the Edge to do language detection episode of Learn Live on Microsoft Channel9](https://channel9.msdn.com/Shows/Learn-Live/Sharpen-Your-AI-Edge-Skills-Episode-4-Learn-How-to-Use-Azure-IoT-Edge-on-a-Pre-Built-AI-Service-on-t?WT.mc_id=academic-17441-jabenn) + +## āĻāĻ¸āĻžāĻ‡āĻ¨āĻŽā§‡āĻ¨ā§āĻŸ + +[Edge āĻ āĻŦāĻŋāĻ­āĻŋāĻ¨ā§āĻ¨ āĻ¸āĻžāĻ°ā§āĻ­āĻŋāĻ¸ āĻĒāĻ°āĻŋāĻšāĻžāĻ˛āĻ¨āĻž āĻ•āĻ°āĻž](assignment.bn.md) diff --git a/4-manufacturing/lessons/3-run-fruit-detector-edge/translations/assignment.bn.md b/4-manufacturing/lessons/3-run-fruit-detector-edge/translations/assignment.bn.md new file mode 100644 index 00000000..e5adf974 --- /dev/null +++ b/4-manufacturing/lessons/3-run-fruit-detector-edge/translations/assignment.bn.md @@ -0,0 +1,14 @@ +# Edge āĻ āĻŦāĻŋāĻ­āĻŋāĻ¨ā§āĻ¨ āĻ¸āĻžāĻ°ā§āĻ­āĻŋāĻ¸ āĻĒāĻ°āĻŋāĻšāĻžāĻ˛āĻ¨āĻž āĻ•āĻ°āĻž + +## āĻ¨āĻŋāĻ°ā§āĻĻā§‡āĻļāĻžāĻŦāĻ˛ā§€ + +Edge āĻ āĻ¯ā§‡ āĻ•ā§‡āĻŦāĻ˛ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ¯āĻŧāĻžāĻ° āĻšāĻžāĻ˛āĻžāĻ¨ā§‹ āĻ¯āĻžāĻ¯āĻŧ āĻ¤āĻž āĻ•āĻŋāĻ¨ā§āĻ¤ā§ āĻ¨ā§Ÿ, āĻŦāĻ°āĻ‚ āĻ¯ā§‡āĻ•ā§‹āĻ¨ āĻ•āĻžāĻœ āĻ¯āĻž āĻāĻ•āĻŸāĻŋ āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ°ā§‡ āĻĒā§āĻ¯āĻžāĻ•ā§‡āĻœ āĻ•āĻ°āĻž āĻ¯āĻžāĻ¯āĻŧ āĻ¤āĻž IoT Edge āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡ āĻ¸ā§āĻĨāĻžāĻĒāĻ¨ āĻ•āĻ°āĻž āĻ¯ā§‡āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡āĨ¤ āĻ¸āĻžāĻ°ā§āĻ­āĻžāĻ°āĻ˛ā§‡āĻ¸ āĻ•ā§‹āĻĄ āĻ¯āĻž Azure Functions āĻšāĻŋāĻ¸āĻžāĻŦā§‡ āĻšāĻ˛ā§‡, āĻ¯ā§‡āĻŽāĻ¨ āĻ†āĻ—ā§‡āĻ° āĻ˛ā§‡āĻ¸āĻ¨āĻ—ā§āĻ˛āĻŋāĻ¤ā§‡ āĻ¤ā§ˆāĻ°āĻŋ āĻŸā§āĻ°āĻŋāĻ—āĻžāĻ°āĻ—ā§āĻ˛āĻŋ āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ°ā§‡ āĻšāĻžāĻ˛āĻžāĻ¨ā§‹ āĻ¯ā§‡āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡ āĻāĻŦāĻ‚ āĻāĻ° āĻœāĻ¨ā§āĻ¯ IoT Edge āĻāĻ“ āĻ¤āĻž āĻšāĻ˛āĻŦā§‡āĨ¤ + +āĻĒā§‚āĻ°ā§āĻŦāĻŦāĻ°ā§āĻ¤ā§€ āĻĒāĻžāĻ āĻ—ā§āĻ˛āĻŋāĻ° āĻŽāĻ§ā§āĻ¯ā§‡ āĻāĻ•āĻŸāĻŋ āĻŦā§‡āĻ›ā§‡ āĻ¨āĻŋāĻ‡ āĻāĻŦāĻ‚ IoT Edge āĻ•āĻ¨ā§āĻŸā§‡āĻ‡āĻ¨āĻžāĻ°ā§‡ Azure Functions āĻ…ā§āĻ¯āĻžāĻĒāĻŸāĻŋ āĻšāĻžāĻ˛āĻžāĻ¨ā§‹āĻ° āĻšā§‡āĻˇā§āĻŸāĻž āĻ•āĻ°āĻŋāĨ¤ āĻ•āĻŋāĻ­āĻžāĻŦā§‡ āĻāĻ•āĻŸāĻŋ āĻ­āĻŋāĻ¨ā§āĻ¨ Functions App āĻĒā§āĻ°āĻœā§‡āĻ•ā§āĻŸ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ•āĻ°āĻž āĻ¯āĻžāĻ¯āĻŧ āĻ¤āĻžāĻ° āĻœāĻ¨ā§āĻ¯ [āĻŸāĻŋāĻ‰āĻŸā§‹āĻ°āĻŋā§ŸāĻžāĻ˛: Azure Functions āĻ•ā§‡ IoT Edge modules āĻšāĻŋāĻ¸ā§‡āĻŦā§‡ āĻĄā§‡āĻĒā§āĻ˛ā§Ÿ āĻ•āĻ°āĻž](https://docs.microsoft.com/azure/iot-edge/tutorial-deploy-function?WT.mc_id=academic-17441-jabenn&view=iotedge-2020-11) āĻĻā§‡āĻ–āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ + + +## āĻāĻ¸āĻžāĻ‡āĻ¨āĻŽā§‡āĻ¨ā§āĻŸ āĻŽā§‚āĻ˛ā§āĻ¯āĻžā§ŸāĻ¨ āĻŽāĻžāĻ¨āĻĻāĻ¨ā§āĻĄ + +| āĻ•ā§āĻ°āĻžāĻ‡āĻŸā§‡āĻ°āĻŋā§ŸāĻž | āĻĻā§ƒāĻˇā§āĻŸāĻžāĻ¨ā§āĻ¤āĻŽā§‚āĻ˛āĻ• (āĻ¸āĻ°ā§āĻŦā§‹āĻ¤ā§āĻ¤āĻŽ) | āĻĒāĻ°ā§āĻ¯āĻžāĻĒā§āĻ¤ (āĻŽāĻžāĻāĻžāĻ°āĻŋ) | āĻ‰āĻ¨ā§āĻ¨āĻ¤āĻŋ āĻĒā§āĻ°āĻ¯āĻŧā§‹āĻœāĻ¨ (āĻ¨āĻŋāĻŽā§āĻ¨āĻŽāĻžāĻ¨) | +| --------- | ------------------ | -------------- | -------------------- | +| Azure Functions āĻ•ā§‡ IoT Edge āĻ āĻĄā§‡āĻĒā§āĻ˛ā§Ÿ āĻ•āĻ°āĻž | IoT Edge āĻ āĻāĻ•āĻŸāĻŋ Azure Functions App āĻĄā§‡āĻĒā§āĻ˛ā§Ÿ āĻ•āĻ°ā§‡, āĻ†āĻ‡āĻ“āĻŸāĻŋ āĻĄā§‡āĻŸāĻž āĻĨā§‡āĻ•ā§‡ āĻŸā§āĻ°āĻŋāĻ—āĻžāĻ° āĻšāĻžāĻ˛āĻžāĻ¨ā§‹āĻ° āĻœāĻ¨ā§āĻ¯ āĻ†āĻ‡āĻ“āĻŸāĻŋ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡āĻ° āĻ¸āĻžāĻĨā§‡ āĻāĻŸāĻŋ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻ¸āĻĢāĻ˛ āĻšāĻ¯āĻŧā§‡āĻ›āĻŋāĻ˛ | IoT Edge āĻ āĻāĻ•āĻŸāĻŋ Functions App āĻ¸ā§āĻĨāĻžāĻĒāĻ¨ āĻ•āĻ°āĻ¤ā§‡ āĻ¸āĻ•ā§āĻˇāĻŽ āĻšāĻ¯āĻŧā§‡āĻ›āĻŋāĻ˛, āĻ•āĻŋāĻ¨ā§āĻ¤ā§ āĻŸā§āĻ°āĻŋāĻ—āĻžāĻ°āĻŸāĻŋ āĻĻāĻŋā§Ÿā§‡ āĻ•āĻžāĻœ āĻ¸āĻŽā§āĻĒāĻ¨ā§āĻ¨ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡āĻ¨āĻŋ | IoT Edge āĻ āĻāĻ•āĻŸāĻŋ Functions App āĻ¸ā§āĻĨāĻžāĻĒāĻ¨ āĻ•āĻ°āĻ¤ā§‡ āĻŦā§āĻ¯āĻžāĻ°ā§āĻĨ āĻ›āĻŋāĻ˛| From 3456c02ff15502e31fb65f25adfd1de3ad0cdbac Mon Sep 17 00:00:00 2001 From: Mirza Nihal Baig <53098259+nihalbaig0@users.noreply.github.com> Date: Thu, 21 Oct 2021 01:07:48 +0600 Subject: [PATCH 23/26] [BN Translation] Check Fruit from Device Assignment (#335) * [BN Translation] Check Fruit from Device * deleted dummy.md * check fruit from device changed based on review * removed the english sentence that was translated * [BN Translation] translated assignment and updated path in readme file Co-authored-by: Jim Bennett --- .../translations/README.bn.md | 2 +- .../translations/assignment.bn.md | 13 +++++++++++++ 2 files changed, 14 insertions(+), 1 deletion(-) create mode 100644 4-manufacturing/lessons/2-check-fruit-from-device/translations/assignment.bn.md diff --git a/4-manufacturing/lessons/2-check-fruit-from-device/translations/README.bn.md b/4-manufacturing/lessons/2-check-fruit-from-device/translations/README.bn.md index bfa11bdf..fff56fb2 100644 --- a/4-manufacturing/lessons/2-check-fruit-from-device/translations/README.bn.md +++ b/4-manufacturing/lessons/2-check-fruit-from-device/translations/README.bn.md @@ -205,4 +205,4 @@ model āĻ•ā§‡ āĻ‰āĻ¨ā§āĻ¨āĻ¤ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯, āĻ†āĻŽāĻ°āĻž IoT āĻĄāĻŋ ## āĻāĻ¸āĻžāĻ‡āĻ¨āĻŽā§‡āĻ¨ā§āĻŸ -[āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻŋāĻ•ā§‡āĻļāĻ¨ āĻ°ā§‡āĻœāĻžāĻ˛ā§āĻŸā§‡āĻ° āĻĒā§āĻ°āĻ¤āĻŋāĻ•ā§āĻ°āĻŋā§ŸāĻž āĻœāĻžāĻ¨āĻžāĻ¨ā§‹](../assignment.md) +[āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻŋāĻ•ā§‡āĻļāĻ¨ āĻ°ā§‡āĻœāĻžāĻ˛ā§āĻŸā§‡āĻ° āĻĒā§āĻ°āĻ¤āĻŋāĻ•ā§āĻ°āĻŋā§ŸāĻž āĻœāĻžāĻ¨āĻžāĻ¨ā§‹](./assignment.bn.md) diff --git a/4-manufacturing/lessons/2-check-fruit-from-device/translations/assignment.bn.md b/4-manufacturing/lessons/2-check-fruit-from-device/translations/assignment.bn.md new file mode 100644 index 00000000..268e610c --- /dev/null +++ b/4-manufacturing/lessons/2-check-fruit-from-device/translations/assignment.bn.md @@ -0,0 +1,13 @@ +# āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻŋāĻ•ā§‡āĻļāĻ¨ āĻ°ā§‡āĻœāĻžāĻ˛ā§āĻŸā§‡āĻ° āĻĒā§āĻ°āĻ¤āĻŋāĻ•ā§āĻ°āĻŋā§ŸāĻž āĻœāĻžāĻ¨āĻžāĻ¨ā§‹ + +## āĻ¨āĻŋāĻ°ā§āĻĻā§‡āĻļāĻžāĻŦāĻ˛ā§€ + +āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ‡ āĻ•āĻ°ā§‡āĻ›ā§‡, āĻāĻŦāĻ‚ āĻĒā§āĻ°ā§‡āĻĄāĻŋāĻ•āĻļāĻ¨ā§‡āĻ° āĻŽāĻžāĻ¨ āĻ—ā§āĻ˛ā§‹ āĻ†āĻ›ā§‡āĨ¤ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻāĻ‡ āĻ¤āĻĨā§āĻ¯ āĻ—ā§āĻ˛ā§‹ āĻĻāĻŋā§Ÿā§‡ āĻ•āĻŋāĻ›ā§ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡ - āĻāĻŸāĻž āĻĒā§āĻ°āĻ¸ā§‡āĻ¸āĻŋāĻ‚ āĻāĻ° āĻœāĻ¨ā§āĻ¯ IoT Hub āĻ āĻĒāĻžāĻ āĻžāĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡ āĻ…āĻ¨ā§āĻ¯ āĻ¸āĻŋāĻ¸ā§āĻŸā§‡āĻŽ āĻ—ā§āĻ˛ā§‹ āĻĻāĻŋā§Ÿā§‡, āĻ…āĻĨāĻŦāĻž āĻāĻŸāĻž āĻāĻ•āĻŸāĻž actuator āĻ•āĻ¨ā§āĻŸā§āĻ°ā§‹āĻ˛ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡ āĻ¯ā§‡āĻŽāĻ¨ LED āĻ†āĻ˛ā§‹āĻ•āĻŋāĻ¤ āĻšāĻŦā§‡ āĻ¯āĻ–āĻ¨ āĻĢāĻ˛ āĻ•āĻžāĻāĻšāĻžāĨ¤ + +āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻŽāĻ¤ āĻ•āĻ°ā§‡ āĻĒā§āĻ°āĻ¤āĻŋāĻ•ā§āĻ°āĻŋā§ŸāĻž āĻœāĻžāĻ¨āĻžāĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡ āĻāĻŽāĻ¨ āĻ­āĻžāĻŦā§‡ āĻ•ā§‹āĻĄ āĻ•āĻ°āĻŋ - āĻšā§Ÿ IoT Hub āĻ āĻĄāĻžāĻŸāĻž āĻĒāĻžāĻ āĻžāĻŦā§‡ , actuator āĻ•āĻ¨ā§āĻŸā§āĻ°ā§‹āĻ˛ āĻ•āĻ°āĻŦā§‡, āĻ…āĻĨāĻŦāĻž āĻĻā§āĻŸā§‹ āĻ•ā§‡ āĻāĻ•āĻ¤ā§āĻ°āĻŋāĻ¤ āĻ•āĻ°āĻŦā§‡ āĻāĻŦāĻ‚ IoT Hub āĻ āĻĄāĻžāĻŸāĻž āĻĒāĻžāĻ āĻžāĻŦā§‡ āĻ•āĻŋāĻ›ā§ āĻ¸āĻžāĻ°ā§āĻ­āĻžāĻ°āĻ˛ā§‡āĻ¸ āĻ•ā§‹āĻĄ āĻĻāĻŋā§Ÿā§‡ āĻ¯ā§‡āĻŸāĻž āĻ¨āĻŋāĻ°ā§āĻ§āĻžāĻ°āĻŖ āĻ•āĻ°āĻŦā§‡ āĻĢāĻ˛ āĻŸāĻž āĻĒāĻžāĻ•āĻž āĻ¨āĻžāĻ•āĻŋ āĻ¨āĻž āĻāĻŦāĻ‚ actuator āĻ•āĻ¨ā§āĻŸā§āĻ°ā§‹āĻ˛ āĻ•āĻ°āĻžāĻ° āĻāĻ•āĻŸāĻŋ āĻ•āĻŽāĻžāĻ¨ā§āĻĄ āĻĢā§‡āĻ°āĻ¤ āĻĒāĻžāĻ āĻžāĻŦā§‡āĨ¤ + +## āĻāĻ¸āĻžāĻ‡āĻ¨āĻŽā§‡āĻ¨ā§āĻŸ āĻŽā§‚āĻ˛ā§āĻ¯āĻžā§ŸāĻ¨ āĻŽāĻžāĻ¨āĻĻāĻ¨ā§āĻĄ + +| āĻ•ā§āĻ°āĻžāĻ‡āĻŸā§‡āĻ°āĻŋā§ŸāĻž | āĻĻā§ƒāĻˇā§āĻŸāĻžāĻ¨ā§āĻ¤āĻŽā§‚āĻ˛āĻ• (āĻ¸āĻ°ā§āĻŦā§‹āĻ¤ā§āĻ¤āĻŽ) | āĻĒāĻ°ā§āĻ¯āĻžāĻĒā§āĻ¤ (āĻŽāĻžāĻāĻžāĻ°āĻŋ) | āĻ‰āĻ¨ā§āĻ¨āĻ¤āĻŋ āĻĒā§āĻ°āĻ¯āĻŧā§‹āĻœāĻ¨ (āĻ¨āĻŋāĻŽā§āĻ¨āĻŽāĻžāĻ¨) | +| --------- | ------------------ | -------------- | -------------------- | +| āĻĒā§āĻ°ā§‡āĻĄāĻŋāĻ•āĻļāĻ¨ā§‡āĻ° āĻĒā§āĻ°āĻ¤āĻŋāĻ•ā§āĻ°āĻŋā§ŸāĻž āĻœāĻžāĻ¨āĻžāĻ¨ā§‹ | āĻĒā§āĻ°ā§‡āĻĄāĻŋāĻ•āĻļāĻ¨ā§‡āĻ° āĻĒā§āĻ°āĻ¤āĻŋāĻ•ā§āĻ°āĻŋā§ŸāĻž āĻŦāĻžāĻ¸ā§āĻ¤āĻŦāĻžāĻ¯āĻŧāĻ¨ āĻ•āĻ°āĻ¤ā§‡ āĻĒā§‡āĻ°ā§‡āĻ›ā§‡ āĻ¯ā§‡āĻŸāĻž āĻāĻ•āĻ‡ āĻŽāĻžāĻ¨ā§‡āĻ° āĻĒā§āĻ°ā§‡āĻĄāĻŋāĻ•āĻļāĻ¨ā§‡āĻ° āĻ¸āĻžāĻĨā§‡ āĻ§āĻžāĻ°āĻžāĻŦāĻžāĻšāĻŋāĻ•āĻ­āĻžāĻŦā§‡ āĻ­āĻžāĻŦā§‡ āĻ•āĻžāĻœ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡ | āĻĒā§āĻ°ā§‡āĻĄāĻŋāĻ•āĻļāĻ¨ā§‡āĻ° āĻ‰āĻĒāĻ° āĻ¨āĻŋāĻ°ā§āĻ­āĻ°āĻļā§€āĻ˛ āĻ¨āĻž āĻāĻŽāĻ¨ āĻĒā§āĻ°āĻ¤āĻŋāĻ•ā§āĻ°āĻŋā§ŸāĻž āĻŦāĻžāĻ¸ā§āĻ¤āĻŦāĻžāĻ¯āĻŧāĻ¨ āĻ•āĻ°āĻ¤ā§‡ āĻĒā§‡āĻ°ā§‡āĻ›ā§‡, āĻ¯ā§‡āĻŽāĻ¨ IoT Hub āĻ āĻŽā§‚āĻ˛ āĻĄāĻžāĻŸāĻž āĻĒā§āĻ°ā§‡āĻ°āĻŖ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡| āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻŸāĻžāĻ•ā§‡ āĻĒā§āĻ°ā§‡āĻĄāĻŋāĻ•āĻļāĻ¨ā§‡āĻ° āĻĒā§āĻ°āĻ¤āĻŋāĻ•ā§āĻ°āĻŋā§ŸāĻž āĻĻā§‡āĻ–āĻžāĻ¨ā§‹āĻ° āĻĒā§āĻ°ā§‹āĻ—ā§āĻ°āĻžāĻŽ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡ āĻ¨āĻžāĻ‡ | \ No newline at end of file From 48c96092b574164f3c247bb7fed19da9f4a9866f Mon Sep 17 00:00:00 2001 From: Jim Bennett Date: Wed, 20 Oct 2021 12:53:41 -0700 Subject: [PATCH 24/26] Update pi-text-to-speech.md --- .../3-spoken-feedback/pi-text-to-speech.md | 24 +++++++++---------- 1 file changed, 12 insertions(+), 12 deletions(-) diff --git a/6-consumer/lessons/3-spoken-feedback/pi-text-to-speech.md b/6-consumer/lessons/3-spoken-feedback/pi-text-to-speech.md index 2447dc5d..f8e7befe 100644 --- a/6-consumer/lessons/3-spoken-feedback/pi-text-to-speech.md +++ b/6-consumer/lessons/3-spoken-feedback/pi-text-to-speech.md @@ -103,21 +103,21 @@ Each language supports a range of different voices, and you can make a REST requ ```python def play_speech(speech): - with wave.open(speech, 'rb') as wave_file: - stream = audio.open(format=audio.get_format_from_width(wave_file.getsampwidth()), - channels=wave_file.getnchannels(), - rate=wave_file.getframerate(), - output_device_index=speaker_card_number, - output=True) + with wave.open(speech, 'rb') as wave_file: + stream = audio.open(format=audio.get_format_from_width(wave_file.getsampwidth()), + channels=wave_file.getnchannels(), + rate=wave_file.getframerate(), + output_device_index=speaker_card_number, + output=True) - data = wave_file.readframes(4096) - - while len(data) > 0: - stream.write(data) data = wave_file.readframes(4096) - stream.stop_stream() - stream.close() + while len(data) > 0: + stream.write(data) + data = wave_file.readframes(4096) + + stream.stop_stream() + stream.close() ``` This code uses a PyAudio stream, the same as capturing audio. The difference here is the stream is set as an output stream, and data is read from the audio data and pushed to the stream. From 2bf8b24c6113cb7142a15dcc0ab28aa65f729ed8 Mon Sep 17 00:00:00 2001 From: "Mohammad Iftekher (Iftu) Ebne Jalal" Date: Tue, 26 Oct 2021 21:05:01 +0600 Subject: [PATCH 25/26] [Bn Translation] Fixes (#336) * Quick Fix BN Translation * Update README.bn.md * Update README.bn.md * Update BN check-fruit-from-device --- .../translations/README.bn.md | 87 ++++++------------- translations/README.bn.md | 2 +- 2 files changed, 28 insertions(+), 61 deletions(-) diff --git a/4-manufacturing/lessons/2-check-fruit-from-device/translations/README.bn.md b/4-manufacturing/lessons/2-check-fruit-from-device/translations/README.bn.md index fff56fb2..eb5ce53e 100644 --- a/4-manufacturing/lessons/2-check-fruit-from-device/translations/README.bn.md +++ b/4-manufacturing/lessons/2-check-fruit-from-device/translations/README.bn.md @@ -10,123 +10,98 @@ ## āĻ¸ā§‚āĻšāĻ¨āĻž -āĻĒā§‚āĻ°ā§āĻŦāĻŦāĻ°ā§āĻ¤ā§€ āĻ˛ā§‡āĻ¸āĻ¨ āĻ āĻ†āĻŽāĻ°āĻž āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ° āĻ¨āĻŋā§Ÿā§‡ āĻœāĻžāĻ¨āĻ˛āĻžāĻŽ, āĻāĻŦāĻ‚ āĻ•āĻŋāĻ­āĻžāĻŦā§‡ āĻ¤āĻžāĻĻā§‡āĻ° train āĻ•āĻ°āĻž āĻ¯āĻžā§Ÿ āĻ­āĻžāĻ˛ āĻāĻŦāĻ‚ āĻ–āĻžāĻ°āĻžāĻĒ āĻĢāĻ˛ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯āĨ¤ āĻāĻ‡ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ° āĻŸāĻžāĻ•ā§‡ IoT āĻāĻĒā§āĻ˛āĻŋāĻ•ā§‡āĻļāĻ¨ āĻ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻ†āĻŽāĻžāĻĻā§‡āĻ°āĻ•ā§‡ āĻ•ā§‹āĻ¨ā§‹ āĻ§āĻ°āĻ¨ā§‡āĻ° āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻĻāĻŋā§Ÿā§‡ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻšāĻŦā§‡ āĻāĻŦāĻ‚ āĻāĻ‡ āĻ‡āĻŽā§‡āĻœ āĻŸāĻžāĻ•ā§‡ āĻ•ā§āĻ˛āĻžāĻ‰āĻĄ āĻ āĻĒāĻžāĻ āĻžāĻ¤ā§‡ āĻšāĻŦā§‡āĨ¤ +āĻĒā§‚āĻ°ā§āĻŦāĻŦāĻ°ā§āĻ¤ā§€ āĻ˛ā§‡āĻ¸āĻ¨ āĻ āĻ†āĻŽāĻ°āĻž āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ° āĻ¨āĻŋā§Ÿā§‡ āĻœāĻžāĻ¨āĻ˛āĻžāĻŽ āĻāĻŦāĻ‚ āĻ†āĻ°ā§‹ āĻœā§‡āĻ¨ā§‡āĻ›āĻŋ āĻ•āĻŋāĻ­āĻžāĻŦā§‡ āĻ¤āĻžāĻĻā§‡āĻ°āĻ•ā§‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŋāĻ¤ (train) āĻ•āĻ°āĻž āĻ¯āĻžā§Ÿ āĻ­āĻžāĻ˛ āĻāĻŦāĻ‚ āĻ–āĻžāĻ°āĻžāĻĒ āĻĢāĻ˛ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯āĨ¤ āĻāĻ‡ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ° IoT āĻāĻĒā§āĻ˛āĻŋāĻ•ā§‡āĻļāĻ¨ āĻ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻ†āĻŽāĻžāĻĻā§‡āĻ°āĻ•ā§‡ āĻ•ā§‹āĻ¨ā§‹ āĻ§āĻ°āĻ¨ā§‡āĻ° āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻĻāĻŋā§Ÿā§‡ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻšāĻŦā§‡ āĻāĻŦāĻ‚ āĻ¸ā§‡āĻ‡ āĻ‡āĻŽā§‡āĻœāĻŸāĻŋ āĻ•ā§āĻ˛āĻžāĻ‰āĻĄ āĻ āĻĒāĻžāĻ āĻžāĻ¤ā§‡ āĻšāĻŦā§‡āĨ¤ -āĻāĻ‡ āĻ˛ā§‡āĻ¸āĻ¨ āĻ āĻ†āĻŽāĻ°āĻž āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ° āĻ¨āĻŋā§Ÿā§‡ āĻœāĻžāĻ¨āĻŦā§‹ , āĻāĻŦāĻ‚ āĻ•āĻŋāĻ­āĻžāĻŦā§‡ āĻāĻ—ā§āĻ˛ā§‹āĻ•ā§‡ IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻāĻ° āĻ¸āĻžāĻĨā§‡ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻšā§ŸāĨ¤ āĻ†āĻŽāĻ°āĻž āĻ†āĻ°ā§‹ āĻœāĻžāĻ¨āĻŦā§‹ āĻ•āĻŋāĻ­āĻžāĻŦā§‡ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ°āĻŸāĻžāĻ•ā§‡ IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨā§‡āĻ•ā§‡ āĻ•āĻ˛ āĻ•āĻ°āĻ¤ā§‡ āĻšā§ŸāĨ¤ +āĻāĻ‡ āĻ˛ā§‡āĻ¸āĻ¨ āĻ āĻ†āĻŽāĻ°āĻž āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ° āĻ¨āĻŋā§Ÿā§‡ āĻœāĻžāĻ¨āĻŦā§‹ āĻāĻŦāĻ‚ āĻ•āĻŋāĻ­āĻžāĻŦā§‡ āĻāĻ—ā§āĻ˛ā§‹āĻ•ā§‡ IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻāĻ° āĻ¸āĻžāĻĨā§‡ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻšā§Ÿ āĻ¤āĻž āĻļāĻŋāĻ–āĻŦā§‹āĨ¤ āĻāĻ›āĻžā§œāĻžāĻ“ āĻ†āĻŽāĻ°āĻž āĻĻā§‡āĻ–āĻŦā§‹ āĻ•āĻŋāĻ­āĻžāĻŦā§‡ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ°āĻ•ā§‡ IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨā§‡āĻ•ā§‡ āĻ•āĻ˛ āĻ•āĻ°āĻ¤ā§‡ āĻšā§ŸāĨ¤ āĻāĻ‡ āĻ˛ā§‡āĻ¸āĻ¨ āĻ āĻ†āĻŽāĻ°āĻž āĻ•āĻ­āĻžāĻ° āĻ•āĻ°āĻŦā§‹āĻƒ * [āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ°](#āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž-āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ°) -* [IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻāĻ•āĻŸāĻŋ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻ•āĻ°āĻž](#IoT-āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸-āĻŦā§āĻ¯āĻžāĻŦāĻšāĻžāĻ°-āĻ•āĻ°ā§‡-āĻāĻ•āĻŸāĻŋ-āĻ‡āĻŽā§‡āĻœ-āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ°-āĻ•āĻ°āĻž) +* [IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻ•āĻ°āĻž](#IoT-āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸-āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ°-āĻ•āĻ°ā§‡-āĻ‡āĻŽā§‡āĻœ-āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ°-āĻ•āĻ°āĻž) * [āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ° āĻĒāĻžāĻŦāĻ˛āĻŋāĻļ āĻ•āĻ°āĻŋ](#āĻ†āĻŽāĻžāĻĻā§‡āĻ°-āĻ‡āĻŽā§‡āĻœ-āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ°-āĻĒāĻžāĻŦāĻ˛āĻŋāĻļ-āĻ•āĻ°āĻŋ) * [IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨā§‡āĻ•ā§‡ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ‡ āĻ•āĻ°āĻž](#IoT-āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸-āĻĨā§‡āĻ•ā§‡-āĻ‡āĻŽā§‡āĻœ-āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ‡-āĻ•āĻ°āĻž) * [Model āĻ‰āĻ¨ā§āĻ¨āĻ¤ āĻ•āĻ°āĻž](#Model-āĻ‰āĻ¨ā§āĻ¨āĻ¤-āĻ•āĻ°āĻž) - 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āĻ†āĻŽāĻ°āĻž āĻ¯āĻž āĻĻā§‡āĻ–āĻŋ āĻ¤āĻž āĻšā§‹āĻ–ā§‡āĻ° āĻĒāĻŋāĻ›āĻ¨ā§‡ āĻ‰āĻ˛ā§āĻŸā§‹ āĻ­āĻžāĻŦā§‡ āĻĄāĻŋāĻŸā§‡āĻ•ā§āĻŸ āĻ•āĻ°ā§‡ āĻāĻŦā§āĻ‚ āĻŦā§āĻ°ā§‡āĻ¨ āĻ¸ā§‡āĻŸāĻžāĻ•ā§‡ āĻ āĻŋāĻ• āĻ•āĻ°ā§‡āĨ¤ > 🎓 āĻ‡āĻŽā§‡āĻœ āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ°āĻŸāĻž āĻāĻ•āĻŸāĻŋāĻ­-āĻĒāĻŋāĻ•ā§āĻ¸ā§‡āĻ˛ āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ° (APS) āĻšāĻŋāĻ¸ā§‡āĻŦā§‡ āĻĒāĻ°āĻŋāĻšāĻŋāĻ¤, āĻāĻŦāĻ‚ āĻ¸āĻŦāĻšā§‡ā§Ÿā§‡ āĻœāĻ¨āĻĒā§āĻ°āĻŋāĻ¯āĻŧ āĻŸāĻžāĻ‡āĻĒ āĻāĻ° APS āĻšāĻ˛ āĻ•āĻŽāĻĒā§āĻ˛āĻŋāĻŽā§‡āĻ¨ā§āĻŸāĻžāĻ°āĻŋ āĻŽā§‡āĻŸāĻžāĻ˛-āĻ…āĻ•ā§āĻ¸āĻžāĻ‡āĻĄ āĻ¸ā§‡āĻŽāĻŋāĻ•āĻ¨ā§āĻĄāĻžāĻ•ā§āĻŸāĻ° āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ°, āĻ…āĻĨāĻŦāĻž CMOSāĨ¤ āĻ†āĻŽāĻ°āĻž āĻļā§āĻ¨ā§‡ āĻĨāĻžāĻ•āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ° āĻ CMOS āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ° āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻāĻ° āĻŸāĻžāĻ°ā§āĻŽ āĻŸāĻžāĨ¤ - - āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ° āĻšāĻ˛ āĻĄāĻŋāĻœāĻŋāĻŸāĻžāĻ˛ āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ° , āĻ‡āĻŽā§‡āĻœ āĻĄāĻžāĻŸāĻž āĻ•ā§‡ āĻĄāĻŋāĻœāĻŋāĻŸāĻžāĻ˛ āĻĄāĻžāĻŸāĻž āĻšāĻŋāĻ¸ā§‡āĻŦā§‡ āĻĒāĻžāĻ āĻžā§Ÿ, āĻ¸āĻžāĻ§āĻžāĻ°āĻŖāĻ¤ āĻ¯ā§‡ āĻ˛āĻžāĻ‡āĻŦā§āĻ°ā§‡āĻ°āĻŋ āĻ•āĻŽāĻŋāĻ‰āĻ¨āĻŋāĻ•ā§‡āĻļāĻ¨ āĻĒā§āĻ°āĻĻāĻžāĻ¨ āĻ•āĻ°ā§‡ āĻ¤āĻžāĻ° āĻ¸āĻžāĻšāĻžāĻ¯ā§āĻ¯ āĻ¨āĻŋā§Ÿā§‡, āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻ—ā§āĻ˛ā§‹ āĻ•āĻžāĻ¨ā§‡āĻ•ā§āĻŸ āĻ•āĻ°ā§‡ SPI āĻāĻ° āĻŽāĻ¤ āĻĒā§āĻ°ā§‹āĻŸāĻ•āĻ˛ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ¯āĻž āĻ¤āĻžāĻĻā§‡āĻ° āĻŦā§œ āĻĒāĻ°āĻŋāĻŽāĻžāĻŖā§‡ āĻĄāĻžāĻŸāĻž āĻĒāĻžāĻ āĻžāĻ¤ā§‡ āĻ…āĻ¨ā§āĻŽā§‹āĻĻāĻ¨ āĻĻā§‡ā§Ÿ - āĻ‡āĻŽā§‡āĻœ āĻ—ā§āĻ˛ā§‹ temperature āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ° āĻāĻ° āĻŽāĻ¤ āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ° āĻĨā§‡āĻ•ā§‡ āĻĒāĻžāĻ“ā§ŸāĻž āĻ¸āĻŋāĻ‚āĻ—ā§‡āĻ˛ āĻ¨āĻžāĻŽā§āĻŦāĻžāĻ° āĻĨā§‡āĻ•ā§‡ āĻ¯āĻĨā§‡āĻˇā§āĻŸ āĻĒāĻ°āĻŋāĻŽāĻžāĻŖā§‡ āĻŦā§œāĨ¤ ✅ IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻ—ā§āĻ˛ā§‹āĻ° āĻ‡āĻŽā§‡āĻœ āĻ¸āĻžāĻ‡āĻœ āĻāĻ° āĻ¸ā§€āĻŽāĻžāĻŦāĻĻā§āĻ§āĻ¤āĻž āĻ•āĻŋ āĻ•āĻŋ? āĻ¸ā§€āĻŽāĻžāĻŦāĻĻā§āĻ§āĻ¤āĻžāĻ—ā§āĻ˛ā§‹ āĻšāĻŋāĻ¨ā§āĻ¤āĻž āĻ•āĻ°āĻŋ āĻŦāĻŋāĻļā§‡āĻˇ āĻ•āĻ°ā§‡ āĻŽāĻžāĻ‡āĻ•ā§āĻ°ā§‹āĻ•āĻ¨ā§āĻŸā§āĻ°ā§‹āĻ˛āĻžāĻ° āĻšāĻžāĻ°ā§āĻĄāĻ“ā§ŸāĻžāĻ° āĻāĻ° āĻ‰āĻĒāĻ°āĨ¤ +## IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻ•āĻ°āĻž -## IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻāĻ•āĻŸāĻŋ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻ•āĻ°āĻž - -āĻ†āĻŽāĻ°āĻž āĻ†āĻŽāĻžāĻĻā§‡āĻ° IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻāĻŦā§āĻ‚ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ‡ āĻ•āĻ°āĻ¤ā§‡ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ +āĻ†āĻŽāĻ°āĻž āĻ†āĻŽāĻžāĻĻā§‡āĻ° IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻāĻŦāĻ‚ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ‡ āĻ•āĻ°āĻ¤ā§‡ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ ### āĻ•āĻžāĻœ - IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻ•āĻ°āĻž āĻ¨āĻŋāĻŽā§āĻ¨ā§‡āĻ° āĻ•ā§‹āĻ¨ āĻāĻ•āĻŸāĻŋ āĻĒā§āĻ°āĻžāĻ¸āĻ™ā§āĻ—āĻŋāĻ• āĻ—āĻžāĻ‡āĻĄ āĻāĻ° āĻŽāĻžāĻ§ā§āĻ¯āĻŽā§‡ IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻ•āĻ°āĻŋāĻƒ -* [Arduino - Wio Terminal](wio-terminal-camera.md) -* [Single-board computer - Raspberry Pi](pi-camera.md) -* [Single-board computer - Virtual device](virtual-device-camera.md) - +* [Arduino - Wio Terminal](../wio-terminal-camera.md) +* [Single-board computer - Raspberry Pi](../pi-camera.md) +* [Single-board computer - Virtual device](../virtual-device-camera.md) ## āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ° āĻĒāĻžāĻŦāĻ˛āĻŋāĻļ āĻ•āĻ°āĻŋ āĻ†āĻŽāĻ°āĻž āĻļā§‡āĻˇ āĻ˛ā§‡āĻ¸āĻ¨ āĻ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ° āĻŸā§āĻ°ā§‡āĻ¨ āĻ•āĻ°ā§‡āĻ›āĻŋāĻ˛āĻžāĻŽāĨ¤ IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻāĻŸāĻž āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻžāĻ° āĻ†āĻ—ā§‡, āĻ†āĻŽāĻžāĻĻā§‡āĻ° model āĻ¤āĻž āĻĒāĻžāĻŦāĻ˛āĻŋāĻļ āĻ•āĻ°āĻ¤ā§‡ āĻšāĻŦā§‡āĨ¤ - ### Model Iteration -āĻ¯āĻ–āĻ¨ āĻ†āĻŽāĻžāĻĻā§‡āĻ° model āĻļā§‡āĻˇ āĻ˛ā§‡āĻ¸āĻ¨ āĻ āĻŸā§āĻ°ā§‡āĻ¨ āĻšāĻšā§āĻ›āĻŋāĻ˛ā§‹, āĻ†āĻŽāĻ°āĻž āĻšā§ŸāĻ¤ āĻ–ā§‡ā§ŸāĻžāĻ˛ āĻ•āĻ°āĻ›āĻŋāĻ˛āĻžāĻŽ āĻ¯ā§‡ **Performance** āĻŸā§āĻ¯āĻžāĻŦ āĻ¸āĻžāĻ‡āĻĄ āĻ IterationāĻ—ā§āĻ˛ā§‹ āĻĻā§‡āĻ–āĻžāĻ¯āĻŧāĨ¤ āĻ¯āĻ–āĻ¨ āĻ†āĻŽāĻ°āĻž āĻĒā§āĻ°āĻĨāĻŽ model āĻŸāĻž āĻŸā§āĻ°ā§‡āĻ¨ āĻ•āĻ°āĻŋ āĻ¤āĻ–āĻ¨ āĻ†āĻŽāĻ°āĻž āĻĻā§‡āĻ–ā§‡ āĻĨāĻžāĻ•āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ *Iteration 1* āĻŸā§āĻ°ā§‡āĻ‡āĻ¨āĻŋāĻ‚ āĻāĨ¤ āĻ¯āĻ–āĻ¨ āĻ†āĻŽāĻ°āĻž model āĻŸāĻžāĻ•ā§‡ āĻĒā§āĻ°ā§‡āĻĄāĻŋāĻ•āĻļāĻ¨ āĻ‡āĻŽā§‡āĻœ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ†āĻ°ā§‹ āĻ‰āĻ¨ā§āĻ¨āĻ¤ āĻ•āĻ°āĻŋ, āĻ¤āĻ–āĻ¨ āĻ†āĻŽāĻ°āĻž āĻĻā§‡āĻ–ā§‡ āĻĨāĻžāĻ•āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ *Iteration 2* āĻŸā§āĻ°ā§‡āĻ‡āĻ¨āĻŋāĻ‚ āĻāĨ¤ +āĻ¯āĻ–āĻ¨ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻŽāĻĄā§‡āĻ˛ā§‡ āĻļā§‡āĻˇ āĻ˛ā§‡āĻ¸āĻ¨ āĻ āĻŸā§āĻ°ā§‡āĻ¨āĻŋāĻ‚ āĻšāĻšā§āĻ›āĻŋāĻ˛ā§‹, āĻ†āĻŽāĻ°āĻž āĻšā§ŸāĻ¤ āĻ–ā§‡ā§ŸāĻžāĻ˛ āĻ•āĻ°āĻ›āĻŋāĻ˛āĻžāĻŽ āĻ¯ā§‡ **Performance** āĻŸā§āĻ¯āĻžāĻŦ āĻ¸āĻžāĻ‡āĻĄ āĻ Iteration āĻ—ā§āĻ˛ā§‹ āĻĻā§‡āĻ–āĻžāĻ¯āĻŧāĨ¤ āĻ¯āĻ–āĻ¨ āĻ†āĻŽāĻ°āĻž āĻĒā§āĻ°āĻĨāĻŽ model āĻŸāĻž āĻŸā§āĻ°ā§‡āĻ¨ āĻ•āĻ°āĻŋ āĻ¤āĻ–āĻ¨ āĻ†āĻŽāĻ°āĻž āĻĻā§‡āĻ–ā§‡ āĻĨāĻžāĻ•āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ *Iteration 1* āĻŸā§āĻ°ā§‡āĻ‡āĻ¨āĻŋāĻ‚ āĻāĨ¤ āĻ¯āĻ–āĻ¨ āĻ†āĻŽāĻ°āĻž model āĻŸāĻžāĻ•ā§‡ āĻĒā§āĻ°ā§‡āĻĄāĻŋāĻ•āĻļāĻ¨ āĻ‡āĻŽā§‡āĻœ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ†āĻ°ā§‹ āĻ‰āĻ¨ā§āĻ¨āĻ¤ āĻ•āĻ°āĻŋ, āĻ¤āĻ–āĻ¨ āĻ†āĻŽāĻ°āĻž āĻĻā§‡āĻ–ā§‡ āĻĨāĻžāĻ•āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ *Iteration 2* āĻŸā§āĻ°ā§‡āĻ‡āĻ¨āĻŋāĻ‚ āĻāĨ¤ āĻĒā§āĻ°āĻ¤ā§‡āĻ•āĻŦāĻžāĻ° āĻ†āĻŽāĻ°āĻž āĻ¯āĻ–āĻ¨ model āĻŸāĻžāĻ•ā§‡ āĻŸā§āĻ°ā§‡āĻ‡āĻ¨ āĻ•āĻ°āĻŋ, āĻ†āĻŽāĻ°āĻž āĻ¨āĻ¤ā§āĻ¨ Iteration āĻĒāĻžāĻ‡āĨ¤ āĻāĻ­āĻžāĻŦā§‡ āĻ†āĻŽāĻ°āĻž āĻŦāĻŋāĻ­āĻŋāĻ¨ā§āĻ¨ āĻĄāĻžāĻŸāĻžāĻ¸ā§‡āĻŸ āĻāĻ° āĻ‰āĻĒāĻ° āĻŸā§āĻ°ā§‡āĻ‡āĻ¨ āĻ•āĻ°āĻž āĻ†āĻŽāĻžāĻĻā§‡āĻ° model āĻāĻ° āĻŦāĻŋāĻ­āĻŋāĻ¨ā§āĻ¨ āĻ­āĻžāĻ°ā§āĻ¸āĻ¨ āĻŸā§āĻ°ā§āĻ¯āĻžāĻ• āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ āĻ¯āĻ–āĻ¨ āĻ†āĻŽāĻ°āĻž **Quick Test** āĻ•āĻ°āĻŋ, āĻāĻ–āĻžāĻ¨ā§‡ āĻ†āĻŽāĻ°āĻž Iteration āĻ¸āĻŋāĻ˛ā§‡āĻ•ā§āĻŸ āĻ•āĻ°āĻžāĻ° āĻāĻ•āĻŸāĻŋ āĻĄā§āĻ°āĻĒāĻĄāĻžāĻ‰āĻ¨ āĻŽā§‡āĻ¨ā§ āĻĒāĻžāĻ‡, āĻ¯ā§‡āĻ¨ āĻ†āĻŽāĻ°āĻž āĻŦāĻŋāĻ­āĻŋāĻ¨ā§āĻ¨ Iteration āĻāĻ° āĻ°ā§‡āĻœāĻžāĻ˛ā§āĻŸ āĻ¤ā§āĻ˛āĻ¨āĻž āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ āĻ¯āĻ–āĻ¨ āĻ†āĻŽāĻ°āĻž āĻāĻ•āĻŸāĻŋ Iteration āĻ¨āĻŋā§Ÿā§‡ āĻ¸āĻ¨ā§āĻ¤ā§āĻˇā§āĻŸ āĻšāĻ‡, āĻ†āĻŽāĻ°āĻž āĻāĻŸāĻžāĻ•ā§‡ āĻĒāĻžāĻŦāĻ˛āĻŋāĻļ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ āĻāĻ•ā§āĻ¸āĻŸāĻžāĻ°ā§āĻ¨āĻžāĻ˛ āĻāĻĒā§āĻ˛āĻŋāĻ•ā§‡āĻļāĻ¨ āĻĨā§‡āĻ•ā§‡ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ¸āĻšāĻœāĻ˛āĻ­ā§āĻ¯ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯āĨ¤ āĻāĻ­āĻžāĻŦā§‡ āĻ†āĻŽāĻ°āĻž āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĻāĻŋā§Ÿā§‡ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻž āĻāĻ•āĻŸāĻŋ āĻĒāĻžāĻŦāĻ˛āĻŋāĻ• āĻ­āĻžāĻ°ā§āĻ¸āĻ¨ āĻĒā§‡āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ, āĻĒāĻ°ā§‡ āĻ†āĻ°ā§‹ āĻ¨āĻ¤ā§āĻ¨ āĻ•āĻŋāĻ›ā§ Iteration āĻāĻ° āĻ‰āĻĒāĻ° āĻ¨āĻ¤ā§āĻ¨ āĻ­āĻžāĻ°ā§āĻ¸āĻ¨ āĻ¨āĻŋā§Ÿā§‡ āĻ•āĻžāĻœ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ, āĻĒāĻ°ā§‡ āĻ¯āĻ–āĻ¨ āĻ†āĻŽāĻ°āĻž āĻāĻŸāĻž āĻ¨āĻŋā§Ÿā§‡ āĻ¸āĻ¨ā§āĻ¤ā§āĻˇā§āĻŸ āĻšāĻŦ āĻ¤āĻ–āĻ¨ āĻāĻŸāĻž āĻĒāĻžāĻŦāĻ˛āĻŋāĻļ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ - - - ### āĻ•āĻžāĻœ - Iteration āĻĒāĻžāĻŦāĻ˛āĻŋāĻļ āĻ•āĻ°āĻž - -Iteration āĻšāĻ˛ āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻ¸āĻ¨ āĻĒā§‹āĻ°ā§āĻŸāĻžāĻ˛ āĨ¤ - - +Iteration āĻ—ā§āĻ˛ā§‹ āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻ¸āĻ¨ āĻĒā§‹āĻ°ā§āĻŸāĻžāĻ˛ āĻĨā§‡āĻ•ā§‡ āĻĒāĻžāĻŦāĻ˛āĻŋāĻļ āĻ•āĻ°āĻ¤ā§‡ āĻšā§ŸāĨ¤ 1. [CustomVision.ai](https://customvision.ai) āĻ¤ā§‡ āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻ¸āĻ¨ āĻĒā§‹āĻ°ā§āĻŸāĻžāĻ˛ āĻ˛āĻžā§āĻš āĻ•āĻ°āĻŋ āĻāĻŦāĻ‚ āĻ¸āĻžāĻ‡āĻ¨ āĻ‡āĻ¨ āĻ•āĻ°āĻŋ āĻ¯āĻĻāĻŋ āĻ‡āĻ¤āĻŋāĻŽāĻ§ā§āĻ¯ā§‡ āĻāĻŸāĻž āĻ–ā§āĻ˛ā§‡ āĻ¨āĻž āĻĨāĻžāĻ•āĻŋāĨ¤ āĻĒāĻ°ā§‡ āĻ†āĻŽāĻžāĻĻā§‡āĻ° `fruit-quality-detector` āĻĒā§āĻ°ā§‹āĻœā§‡āĻ•ā§āĻŸ āĻ–ā§āĻ˛āĻŋāĨ¤ - 1. āĻ‰āĻĒāĻ°ā§‡āĻ° āĻ…āĻĒāĻļāĻ¨ āĻĨā§‡āĻ•ā§‡ **Performance** āĻŸā§āĻ¯āĻžāĻŦ āĻ¸āĻŋāĻ˛ā§‡āĻ•ā§āĻŸ āĻ•āĻ°āĻŋāĨ¤ - 1. āĻ¸āĻžāĻ‡āĻĄ āĻāĻ° *Iterations* āĻ˛āĻŋāĻ¸ā§āĻŸ āĻĨā§‡āĻ•ā§‡ āĻ¸āĻ°ā§āĻŦāĻļā§‡āĻˇ Iteration āĻ¸āĻŋāĻ˛ā§‡āĻ•ā§āĻŸ āĻ•āĻ°āĻŋāĨ¤ - - - 1. Iteration āĻāĻ° āĻœāĻ¨ā§āĻ¯ **Publish** āĻŦāĻžāĻŸāĻ¨ āĻ¸āĻŋāĻ˛ā§‡āĻ•ā§āĻŸ āĻ•āĻ°āĻŋāĨ¤ ![The publish button](../../../../images/custom-vision-publish-button.png) - - 1. *Publish Model* āĻĄāĻžā§ŸāĻ˛āĻ— āĻ, *Prediction resource* āĻ āĻ†āĻ—ā§‡āĻ° āĻ˛ā§‡āĻ¸āĻ¨ āĻ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ¤ā§ˆāĻ°āĻŋ āĻ°āĻŋāĻ¸ā§‹āĻ°ā§āĻ¸ `fruit-quality-detector-prediction` āĻ¸ā§‡āĻŸ āĻ•āĻ°āĻŋāĨ¤ āĻ¨āĻžāĻŽ āĻšāĻŋāĻ¸ā§‡āĻŦā§‡ `Iteration2` āĻ°āĻžāĻ–āĻŋ, āĻāĻŦāĻ‚ **Publish** āĻŦāĻžāĻŸāĻ¨ āĻ¸āĻŋāĻ˛ā§‡āĻ•ā§āĻŸ āĻ•āĻ°āĻŋāĨ¤ -1. āĻāĻ•āĻŦāĻžāĻ° āĻĒāĻžāĻŦāĻ˛āĻŋāĻļ āĻ•āĻ°āĻž āĻšāĻ˛ā§‡, **Prediction URL** āĻŦāĻžāĻŸāĻ¨ āĻ¸āĻŋāĻ˛ā§‡āĻ•ā§āĻŸ āĻ•āĻ°āĻŋāĨ¤ āĻāĻŸāĻž āĻĒā§āĻ°ā§‡āĻĄāĻŋāĻ•āĻļāĻ¨ āĻāĻĒāĻŋāĻ†āĻ‡ āĻāĻ° āĻĄāĻŋāĻŸā§‡āĻ˛āĻ¸ āĻĻā§‡āĻ–āĻžāĻŦā§‡, āĻāĻŦāĻ‚ āĻ†āĻŽāĻžāĻĻā§‡āĻ° IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨā§‡āĻ•ā§‡ model āĻ•ā§‡ āĻ•āĻ˛ āĻ•āĻ°āĻ¤ā§‡ āĻāĻ—ā§āĻ˛ā§‹ āĻĻāĻ°āĻ•āĻžāĻ° āĻšāĻŦā§‡āĨ¤ āĻ¨āĻŋāĻšā§‡āĻ° āĻ¸ā§‡āĻ•āĻļāĻ¨ āĻ•ā§‡ *If you have an image file* āĻšāĻŋāĻ¸ā§‡āĻŦā§‡ āĻ˛ā§‡āĻŦā§‡āĻ˛ āĻ•āĻ°āĻž , āĻāĻŦāĻ‚ āĻāĻ‡ āĻĄāĻŋāĻŸā§‡āĻ‡āĻ˛ āĻ—ā§āĻ˛ā§‹ āĻ†āĻŽāĻ°āĻž āĻšāĻžāĻ‡āĨ¤ āĻĻā§‡āĻ–āĻžāĻ¨ā§‹ URL āĻāĻ° āĻ•āĻĒāĻŋ āĻ•āĻ°āĻŋ āĻ¯ā§‡āĻŸāĻž āĻ•āĻŋāĻ›ā§ āĻŸāĻž āĻāĻ°āĻ•āĻŽ āĻšāĻŦā§‡āĻƒ +1. āĻāĻ•āĻŦāĻžāĻ° āĻĒāĻžāĻŦāĻ˛āĻŋāĻļ āĻ•āĻ°āĻž āĻšāĻ˛ā§‡, **Prediction URL** āĻŦāĻžāĻŸāĻ¨ āĻ¸āĻŋāĻ˛ā§‡āĻ•ā§āĻŸ āĻ•āĻ°āĻŋāĨ¤ āĻāĻŸāĻž āĻĒā§āĻ°ā§‡āĻĄāĻŋāĻ•āĻļāĻ¨ āĻāĻĒāĻŋāĻ†āĻ‡ āĻāĻ° āĻĄāĻŋāĻŸā§‡āĻ˛āĻ¸ āĻĻā§‡āĻ–āĻžāĻŦā§‡, āĻāĻŦāĻ‚ āĻ†āĻŽāĻžāĻĻā§‡āĻ° IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨā§‡āĻ•ā§‡ model āĻ•ā§‡ āĻ•āĻ˛ āĻ•āĻ°āĻ¤ā§‡ āĻāĻ—ā§āĻ˛ā§‹ āĻĻāĻ°āĻ•āĻžāĻ° āĻšāĻŦā§‡āĨ¤ āĻ¨āĻŋāĻšā§‡āĻ° āĻ¸ā§‡āĻ•āĻļāĻ¨ āĻ•ā§‡ *If you have an image file* āĻšāĻŋāĻ¸ā§‡āĻŦā§‡ āĻ˛ā§‡āĻŦā§‡āĻ˛ āĻ•āĻ°āĻž āĻāĻŦāĻ‚ āĻāĻ‡ āĻĄāĻŋāĻŸā§‡āĻ‡āĻ˛ āĻ—ā§āĻ˛ā§‹ āĻ†āĻŽāĻ°āĻž āĻšāĻžāĻ‡āĨ¤ āĻĻā§‡āĻ–āĻžāĻ¨ā§‹ URL āĻāĻ° āĻ•āĻĒāĻŋ āĻ•āĻ°āĻŋ āĻ¯ā§‡āĻŸāĻž āĻ•āĻŋāĻ›ā§ āĻŸāĻž āĻāĻ°āĻ•āĻŽ āĻšāĻŦā§‡āĻƒ ```output https://.api.cognitive.microsoft.com/customvision/v3.0/Prediction//classify/iterations/Iteration2/image ``` āĻ¯ā§‡āĻ–āĻžāĻ¨ā§‡ `` āĻšāĻŦā§‡ āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻ¸āĻ¨ āĻĒā§‹āĻ°ā§āĻŸāĻžāĻ˛ āĻ°āĻŋāĻ¸ā§‹āĻ°ā§āĻ¸ āĻ¤ā§ˆāĻ°āĻŋ āĻ•āĻ°āĻžāĻ° āĻ¸āĻŽā§Ÿ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻž āĻ˛ā§‹āĻ•ā§‡āĻļāĻ¨, āĻāĻŦāĻ‚ `` āĻšāĻŦā§‡ āĻ…āĻ¨ā§‡āĻ•āĻ—ā§āĻ˛ā§‹ āĻ˛ā§‡āĻŸāĻžāĻ° āĻāĻŦāĻ‚ āĻ¨āĻžāĻŽā§āĻŦāĻžāĻ° āĻĻāĻŋā§Ÿā§‡ āĻ¤ā§ˆāĻ°āĻŋ āĻ•āĻ°āĻž āĻ˛āĻŽā§āĻŦāĻž āĻ†āĻ‡āĻĄāĻŋāĨ¤ - āĻāĻ›āĻžāĻĄāĻŧāĻžāĻ“ *Prediction-Key* āĻ­ā§āĻ¯āĻžāĻ˛ā§ āĻāĻ° āĻāĻ•āĻŸāĻŋ āĻ•āĻĒāĻŋ āĻ¨āĻŋāĻ‡āĨ¤ āĻāĻŸāĻž āĻāĻ•āĻŸāĻŋ āĻ¸āĻŋāĻ•āĻŋāĻ‰āĻ°āĻĄ āĻ•āĻŋ āĻ¯ā§‡āĻŸāĻž model āĻ•ā§‡ āĻ•āĻ˛ āĻ•āĻ°āĻžāĻ° āĻ¸āĻŽā§Ÿ āĻĒāĻžāĻ¸ āĻ•āĻ°āĻž āĻšā§ŸāĨ¤ āĻļā§āĻ§ā§āĻŽāĻžāĻ¤ā§āĻ° āĻ¯ā§‡ āĻ†āĻĒā§āĻ˛āĻŋāĻ•ā§‡āĻļāĻ¨ āĻ—ā§āĻ˛ā§‹ āĻāĻ‡ āĻ•āĻŋ āĻĒāĻžāĻ¸ āĻ•āĻ°āĻŦā§‡ āĻ¤āĻžāĻĻā§‡āĻ°āĻ•ā§‡ model āĻŸāĻž āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻĻā§‡ā§ŸāĻž āĻšāĻŦā§‡, āĻ…āĻ¨ā§āĻ¯ āĻ¸āĻŦ āĻ†āĻĒā§āĻ˛āĻŋāĻ•ā§‡āĻļāĻ¨ āĻ•ā§‡ āĻĒā§āĻ°āĻ¤ā§āĻ¯āĻžāĻ–ā§āĻ¯āĻžāĻ¨ āĻšāĻŦā§‡āĨ¤ + āĻāĻ›āĻžāĻĄāĻŧāĻžāĻ“ *Prediction-Key* āĻ­ā§āĻ¯āĻžāĻ˛ā§ āĻāĻ° āĻāĻ•āĻŸāĻŋ āĻ•āĻĒāĻŋ āĻ¨āĻŋāĻ‡āĨ¤ āĻāĻŸāĻž āĻāĻ•āĻŸāĻŋ āĻ¸āĻŋāĻ•āĻŋāĻ‰āĻ°āĻĄ āĻ•ā§€ (KEY) āĻ¯ā§‡āĻŸāĻž model āĻ•ā§‡ āĻ•āĻ˛ āĻ•āĻ°āĻžāĻ° āĻ¸āĻŽā§Ÿ āĻĒāĻžāĻ¸ āĻ•āĻ°āĻž āĻšā§ŸāĨ¤ āĻļā§āĻ§ā§āĻŽāĻžāĻ¤ā§āĻ° āĻ¯ā§‡ āĻ†āĻĒā§āĻ˛āĻŋāĻ•ā§‡āĻļāĻ¨ āĻ—ā§āĻ˛ā§‹ āĻāĻ‡ āĻ•āĻŋ āĻĒāĻžāĻ¸ āĻ•āĻ°āĻŦā§‡ āĻ¤āĻžāĻĻā§‡āĻ°āĻ•ā§‡ model āĻŸāĻž āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻ¤ā§‡ āĻĻā§‡ā§ŸāĻž āĻšāĻŦā§‡, āĻ…āĻ¨ā§āĻ¯ āĻ¸āĻŦ āĻ†āĻĒā§āĻ˛āĻŋāĻ•ā§‡āĻļāĻ¨ āĻ•ā§‡ āĻĒā§āĻ°āĻ¤ā§āĻ¯āĻžāĻ–ā§āĻ¯āĻžāĻ¨ āĻšāĻŦā§‡āĨ¤ ![The prediction API dialog showing the URL and key](../../../../images/custom-vision-prediction-key-endpoint.png) -✅ āĻ¯āĻ–āĻ¨ āĻāĻ•āĻŸāĻŋ āĻ¨āĻ¤ā§āĻ¨ Iteration āĻĒāĻžāĻŦāĻ˛āĻŋāĻļ āĻ•āĻ°āĻž āĻšā§Ÿ, āĻ¤āĻ–āĻ¨ āĻāĻŸāĻžāĻ° āĻ…āĻ¨ā§āĻ¯ āĻ¨āĻžāĻŽ āĻĨāĻžāĻ•ā§‡āĨ¤āĻ¨ IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻāĻ° āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻž Iteration āĻ†āĻŽāĻ°āĻž āĻ•āĻŋāĻ­āĻžāĻŦā§‡ āĻĒāĻ°āĻŋāĻŦāĻ°ā§āĻ¤āĻ¨ āĻ•āĻ°āĻž āĻ¯āĻžā§Ÿ āĻ¸ā§‡āĻŸāĻž āĻ†āĻŽāĻ°āĻž āĻ•āĻŋāĻ­āĻžāĻŦā§‡ āĻšāĻŋāĻ¨ā§āĻ¤āĻž āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ +✅ āĻ¯āĻ–āĻ¨ āĻāĻ•āĻŸāĻŋ āĻ¨āĻ¤ā§āĻ¨ Iteration āĻĒāĻžāĻŦāĻ˛āĻŋāĻļ āĻ•āĻ°āĻž āĻšā§Ÿ, āĻ¤āĻ–āĻ¨ āĻāĻŸāĻžāĻ° āĻ…āĻ¨ā§āĻ¯ āĻ¨āĻžāĻŽ āĻĨāĻžāĻ•ā§‡āĨ¤ IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻāĻ° āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻž Iteration āĻ†āĻŽāĻ°āĻž āĻ•āĻŋāĻ­āĻžāĻŦā§‡ āĻĒāĻ°āĻŋāĻŦāĻ°ā§āĻ¤āĻ¨ āĻ•āĻ°āĻž āĻ¯āĻžā§Ÿ āĻ¸ā§‡āĻŸāĻž āĻ†āĻŽāĻ°āĻž āĻ•āĻŋāĻ­āĻžāĻŦā§‡ āĻšāĻŋāĻ¨ā§āĻ¤āĻž āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ ## IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨā§‡āĻ•ā§‡ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ‡ āĻ•āĻ°āĻž @@ -134,40 +109,32 @@ Iteration āĻšāĻ˛ āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻ¸āĻ¨ āĻĒā§‹āĻ°ā§āĻŸāĻžāĻ˛ āĨ¤ ### āĻ•āĻžāĻœ - āĻ†āĻŽāĻžāĻĻā§‡āĻ° IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨā§‡āĻ•ā§‡ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ‡ āĻ•āĻ°āĻž - āĻĒā§āĻ°āĻžāĻ¸āĻ™ā§āĻ—āĻŋāĻ• āĻ—āĻžāĻ‡āĻĄ āĻāĻ° āĻŽāĻžāĻ§ā§āĻ¯āĻŽā§‡ āĻ•āĻžāĻœ IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻ•āĻ°āĻŋāĻƒ -* [Arduino - Wio Terminal](wio-terminal-classify-image.md) -* [Single-board computer - Raspberry Pi/Virtual IoT device](single-board-computer-classify-image.md) - +* [Arduino - Wio Terminal](../wio-terminal-classify-image.md) +* [Single-board computer - Raspberry Pi/Virtual IoT device](../single-board-computer-classify-image.md) ## Model āĻ‰āĻ¨ā§āĻ¨āĻ¤ āĻ•āĻ°āĻž - - āĻ†āĻŽāĻ°āĻž āĻ¯ā§‡āĻ¨ā§‡ āĻĨāĻžāĻ•āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ āĻ¯ā§‡, IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻāĻ° āĻ¸āĻžāĻĨā§‡ āĻ•āĻžāĻ¨ā§‡āĻ•ā§āĻŸā§‡āĻĄ āĻĨāĻžāĻ•āĻž āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻĨā§‡āĻ•ā§‡ āĻ†āĻŽāĻ°āĻž āĻ†āĻļāĻžāĻ¨ā§āĻ°ā§‚āĻĒ āĻ°ā§‡āĻœāĻžāĻ˛ā§āĻŸ āĻ¨āĻžāĻ“ āĻĒā§‡āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ•āĻŽā§āĻĒāĻŋāĻ‰āĻŸāĻžāĻ° āĻĨā§‡āĻ•ā§‡ āĻ†āĻĒāĻ˛ā§‹āĻĄ āĻ•āĻ°āĻž āĻ‡āĻŽā§‡āĻœ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻž āĻĒā§āĻ°ā§‡āĻĄāĻŋāĻ•āĻļāĻ¨ āĻ—ā§āĻ˛ā§‹ āĻ¸āĻŦāĻ¸āĻŽā§Ÿ āĻ¸āĻ āĻŋāĻ• āĻšā§Ÿ āĻ¨āĻžāĨ¤ āĻāĻŸāĻžāĻ° āĻ•āĻžāĻ°āĻ¨ āĻšāĻ˛ Model āĻ¯ā§‡ āĻĄāĻžāĻŸāĻžāĻ° āĻ‰āĻĒāĻ° āĻŸā§āĻ°ā§‡āĻ‡āĻ¨ āĻ•āĻ°āĻž āĻšā§Ÿā§‡āĻ›ā§‡ āĻ¤āĻžāĻ° āĻĨā§‡āĻ•ā§‡ āĻ­āĻŋāĻ¨ā§āĻ¨ āĻĄāĻžāĻŸāĻž āĻĒā§āĻ°ā§‡āĻĄāĻŋāĻ•āĻļāĻ¨ āĻāĻ° āĻœāĻ¨ā§āĻ¯ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻžāĨ¤ - - āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžā§ŸāĻžāĻ° āĻĨā§‡āĻ•ā§‡ āĻ¸āĻŦāĻšā§‡ā§Ÿā§‡ āĻ­āĻžāĻ˛ āĻ°ā§‡āĻœāĻžāĻ˛ā§āĻŸ āĻāĻ° āĻœāĻ¨ā§āĻ¯, āĻ†āĻŽāĻ°āĻž āĻĒā§āĻ°ā§‡āĻĄāĻŋāĻ•āĻļāĻ¨ āĻāĻ° āĻœāĻ¨ā§āĻ¯ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻž āĻ‡āĻŽā§‡āĻœ āĻāĻ° āĻŽāĻ¤ āĻ¯āĻĨāĻžāĻ¸āĻŽā§āĻ­āĻŦ āĻ…āĻ¨ā§āĻ°ā§‚āĻĒ āĻ‡āĻŽā§‡āĻœ āĻ‰āĻĒāĻ° āĻ†āĻŽāĻžāĻĻā§‡āĻ° model āĻŸā§āĻ°ā§‡āĻ‡āĻ¨ āĻ•āĻ°āĻ¤ā§‡ āĻšāĻžāĻŦā§‹āĨ¤ āĻ‰āĻĻāĻžāĻšāĻ°āĻŖ āĻ¸ā§āĻŦāĻ°ā§‚āĻĒ, āĻ†āĻŽāĻ°āĻž āĻ¯āĻĻāĻŋ āĻŸā§āĻ°ā§‡āĻ‡āĻ¨āĻŋāĻ‚ āĻāĻ° āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻāĻ° āĻœāĻ¨ā§āĻ¯ āĻĢā§‹āĻ¨ āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻŋ, āĻ¸ā§‡āĻŸāĻžāĻ° āĻ‡āĻŽā§‡āĻœ āĻ•ā§‹ā§ŸāĻžāĻ˛āĻŋāĻŸāĻŋ, āĻļāĻžāĻ°ā§āĻĒāĻ¨ā§‡āĻ¸, āĻāĻŦāĻ‚ āĻ•āĻžāĻ˛āĻžāĻ° āĻāĻ•āĻŸ IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻāĻ° āĻ¸āĻžāĻĨā§‡ āĻ•āĻžāĻ¨ā§‡āĻ•ā§āĻŸā§‡āĻĄ āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻĨā§‡āĻ•ā§‡ āĻ­āĻŋāĻ¨ā§āĻ¨ āĻšāĻŦā§‡āĨ¤ ![2 banana pictures, a low resolution one with poor lighting from an IoT device, and a high resolution one with good lighting from a phone](../../../../images/banana-picture-compare.png) - āĻ‰āĻĒāĻ°ā§‡āĻ° āĻ‡āĻŽā§‡āĻœ āĻ, āĻŦāĻžāĻŽā§‡āĻ° āĻ•āĻ˛āĻžāĻ° āĻ›āĻŦāĻŋ āĻāĻ•āĻŸāĻŋ āĻ°āĻžāĻ¸ā§āĻĒāĻŦā§‡āĻ°āĻŋ āĻĒāĻžāĻ‡ āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻĨā§‡āĻ•ā§‡ āĻ¨ā§‡ā§ŸāĻž āĻšā§Ÿā§‡āĻ›āĻŋāĻ˛, āĻĄāĻžāĻ¨ā§‡āĻ° āĻŸāĻž āĻāĻ•āĻ‡ āĻ•āĻ˛āĻžāĻ° āĻ›āĻŦāĻŋ āĻ†āĻ‡āĻĢā§‹āĻ¨ āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻĨā§‡āĻ•ā§‡ āĻ¨ā§‡ā§ŸāĻž āĻšā§Ÿā§‡āĻ›āĻŋāĻ˛āĨ¤ āĻāĻ–āĻžāĻ¨ā§‡āĻ° āĻ•ā§‹ā§ŸāĻžāĻ˛āĻŋāĻŸāĻŋāĻ° āĻĻāĻŋāĻ• āĻĨā§‡āĻ•ā§‡ āĻ˛āĻ•ā§āĻˇāĻŖā§€āĻ¯āĻŧ āĻ­āĻŋāĻ¨ā§āĻ¨āĻ¤āĻž āĻ†āĻ›ā§‡ - āĻ†āĻ‡āĻĢā§‹āĻ¨ āĻāĻ° āĻ›āĻŦāĻŋ āĻŸāĻž āĻļāĻžāĻ°ā§āĻĒāĻžāĻ°, āĻ‰āĻœā§āĻœā§āĻŦāĻ˛ āĻ•āĻžāĻ˛āĻžāĻ° āĻ¸āĻš āĻāĻŦāĻ‚ āĻŦā§‡āĻļāĻŋ āĻ•āĻ¨ā§āĻŸā§āĻ°āĻžāĻ¸ā§āĻŸ āĻāĻ°āĨ¤ ✅ āĻ†āĻŽāĻžāĻĻā§‡āĻ° IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĻāĻŋā§Ÿā§‡ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻ•āĻ°āĻž āĻ‡āĻŽā§‡āĻœ āĻāĻ° āĻ­ā§āĻ˛ āĻĒā§āĻ°ā§‡āĻĄāĻŋāĻ•āĻļāĻ¨ āĻāĻ° āĻœāĻ¨ā§āĻ¯ āĻ†āĻ° āĻ•āĻŋ āĻ•āĻŋ āĻ•āĻžāĻ°āĻ¨ āĻĨāĻžāĻ•āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡? āĻāĻ•āĻŸāĻž IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻ¯ā§‡ āĻĒāĻ°āĻŋāĻŦā§‡āĻļā§‡ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻž āĻšāĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡ āĻ¸ā§‡āĻŸāĻž āĻ¨āĻŋā§Ÿā§‡ āĻšāĻŋāĻ¨ā§āĻ¤āĻž āĻ•āĻ°āĻŋ, āĻ•āĻŋ āĻ•āĻŋ āĻĢā§āĻ¯āĻžāĻ•ā§āĻŸāĻ° āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻ•āĻ°āĻž āĻ‡āĻŽā§‡āĻœ āĻ•ā§‡ āĻĒā§āĻ°āĻ­āĻžāĻŦāĻŋāĻ¤ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°ā§‡āĨ¤ -model āĻ•ā§‡ āĻ‰āĻ¨ā§āĻ¨āĻ¤ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯, āĻ†āĻŽāĻ°āĻž IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨā§‡āĻ•ā§‡ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻ•āĻ°āĻž āĻ‡āĻŽā§‡āĻœ āĻĻāĻŋā§Ÿā§‡ āĻ°āĻŋāĻŸā§āĻ°ā§‡āĻ‡āĻ¨ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ - +āĻŽāĻĄā§‡āĻ˛ āĻ•ā§‡ āĻ‰āĻ¨ā§āĻ¨āĻ¤ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯, āĻ†āĻŽāĻ°āĻž IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨā§‡āĻ•ā§‡ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻ•āĻ°āĻž āĻ‡āĻŽā§‡āĻœ āĻĻāĻŋā§Ÿā§‡ āĻ°āĻŋāĻŸā§āĻ°ā§‡āĻ‡āĻ¨ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ --- -### āĻ•āĻžāĻœ - model āĻ‰āĻ¨ā§āĻ¨āĻ¤ āĻ•āĻ°āĻž +### āĻ•āĻžāĻœ - āĻŽāĻĄā§‡āĻ˛ āĻ‰āĻ¨ā§āĻ¨āĻ¤ āĻ•āĻ°āĻž -1. āĻ†āĻŽāĻžāĻĻā§‡āĻ° IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĻāĻŋā§Ÿā§‡ āĻĒāĻžāĻ•āĻž āĻāĻŦāĻ‚ āĻ•āĻžāĻāĻšāĻž āĻāĻ° āĻ•āĻŋāĻ›ā§ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ‡ āĻ•āĻ°āĻŋāĨ¤ +1. āĻ†āĻŽāĻžāĻĻā§‡āĻ° IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĻāĻŋā§Ÿā§‡ āĻĒāĻžāĻ•āĻž āĻāĻŦāĻ‚ āĻ•āĻžāĻāĻšāĻž āĻĢāĻ˛ā§‡āĻ° āĻ•āĻŋāĻ›ā§ āĻ‡āĻŽā§‡āĻœ āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻžāĻ‡ āĻ•āĻ°āĻŋāĨ¤ 1. āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻ¸āĻ¨ āĻĒā§‹āĻ°ā§āĻŸāĻžāĻ˛ āĻ, *Predictions* āĻŸā§āĻ¯āĻžāĻŦ āĻāĻ° āĻ‡āĻŽā§‡āĻœ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ°āĻŋāĻŸā§āĻ°ā§‡āĻ‡āĻ¨ āĻ•āĻ°āĻŋāĨ¤ @@ -187,22 +154,22 @@ model āĻ•ā§‡ āĻ‰āĻ¨ā§āĻ¨āĻ¤ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯, āĻ†āĻŽāĻ°āĻž IoT āĻĄāĻŋ ## 🚀 āĻšā§āĻ¯āĻžāĻ˛ā§‡āĻžā§āĻœ -āĻ‡āĻŽā§‡āĻœ āĻāĻ° āĻ°ā§‡āĻœā§‹āĻ˛āĻŋāĻ‰āĻļāĻ¨ āĻ…āĻĨāĻŦāĻž āĻ†āĻ˛ā§‹ āĻĒā§āĻ°ā§‡āĻĄāĻŋāĻ•āĻļāĻ¨ āĻ•ā§‡ āĻ•āĻ¤āĻŸā§āĻ•ā§ āĻĒā§āĻ°āĻ­āĻžāĻŦāĻŋāĻ¤ āĻ•āĻ°ā§‡? +āĻ‡āĻŽā§‡āĻœ āĻāĻ° āĻ°ā§‡āĻœā§‹āĻ˛āĻŋāĻ‰āĻļāĻ¨ āĻ…āĻĨāĻŦāĻž āĻ†āĻ˛ā§‹āĻ° āĻ‰āĻĒāĻ¸ā§āĻĨāĻŋāĻ¤āĻŋ āĻāĻ–āĻžāĻ¨ā§‡ āĻĒā§āĻ°ā§‡āĻĄāĻŋāĻ•āĻļāĻ¨ āĻ•ā§‡ āĻ•āĻ¤āĻŸā§āĻ•ā§ āĻĒā§āĻ°āĻ­āĻžāĻŦāĻŋāĻ¤ āĻ•āĻ°ā§‡? āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻāĻ° āĻ•ā§‹āĻĄ āĻ āĻ‡āĻŽā§‡āĻœ āĻāĻ° āĻ°ā§‡āĻœā§‹āĻ˛āĻŋāĻ‰āĻļāĻ¨ āĻĒāĻ°āĻŋāĻŦāĻ°ā§āĻ¤āĻ¨ āĻ•āĻ°āĻžāĻ° āĻšā§‡āĻˇā§āĻŸāĻž āĻ•āĻ°āĻŋ āĻāĻŦāĻ‚ āĻĻā§‡āĻ–āĻŋ āĻāĻŸāĻž āĻ‡āĻŽā§‡āĻœ āĻāĻ° āĻ•ā§‹ā§ŸāĻžāĻ˛āĻŋāĻŸāĻŋ āĻ¤ā§‡ āĻ•ā§‹āĻ¨ āĻĒāĻžāĻ°ā§āĻĨāĻ•ā§āĻ¯ āĻ†āĻ¨ā§‡ āĻ•āĻŋāĻ¨āĻžāĨ¤ āĻāĻ›āĻžāĻĄāĻŧāĻžāĻ“ āĻ†āĻ˛ā§‹ āĻšā§‡āĻžā§āĻœ āĻ•āĻ°ā§‡āĻ“ āĻšā§‡āĻˇā§āĻŸāĻž āĻ•āĻ°ā§‡ āĻĻā§‡āĻ–āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ -āĻ¯āĻĻāĻŋ āĻ†āĻŽāĻ°āĻž āĻāĻ‡ āĻĒā§āĻ°ā§‹āĻĄāĻžāĻ•āĻļāĻ¨ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸āĻŸāĻŋ āĻ•ā§‹āĻ¨ āĻĢāĻžāĻ°ā§āĻŽ āĻ…āĻĨāĻŦāĻž āĻĢā§āĻ¯āĻžāĻ•ā§āĻŸāĻ°āĻŋ āĻ¤ā§‡ āĻŦāĻŋāĻ•ā§āĻ°ā§Ÿā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻ¤ā§ˆāĻ°ā§€ āĻ•āĻ°āĻŋ, āĻ†āĻŽāĻ°āĻž āĻ•āĻŋāĻ­āĻžāĻŦā§‡ āĻ¨āĻŋāĻļā§āĻšāĻŋāĻ¤ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ āĻ¯ā§‡ āĻāĻŸāĻž āĻ¸āĻŦ āĻ¸āĻŽā§Ÿ āĻ§āĻžāĻ°āĻžāĻŦāĻžāĻšāĻŋāĻ•āĻ­āĻžāĻŦā§‡ āĻ­āĻžāĻ˛ā§‹ āĻĢāĻ˛āĻžāĻĢāĻ˛ āĻĻāĻŋāĻŦā§‡āĨ¤ +āĻ¯āĻĻāĻŋ āĻ†āĻŽāĻ°āĻž āĻāĻ‡ āĻĒā§āĻ°ā§‹āĻĄāĻžāĻ•āĻļāĻ¨ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸āĻŸāĻŋ āĻ•ā§‹āĻ¨ āĻĢāĻžāĻ°ā§āĻŽ āĻ…āĻĨāĻŦāĻž āĻĢā§āĻ¯āĻžāĻ•ā§āĻŸāĻ°āĻŋ āĻ¤ā§‡ āĻŦāĻŋāĻ•ā§āĻ°ā§Ÿā§‡āĻ° āĻœāĻ¨ā§āĻ¯ āĻ¤ā§ˆāĻ°ā§€ āĻ•āĻ°āĻŋ, āĻ†āĻŽāĻ°āĻž āĻ•āĻŋāĻ­āĻžāĻŦā§‡ āĻ¨āĻŋāĻļā§āĻšāĻŋāĻ¤ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ āĻ¯ā§‡ āĻāĻŸāĻž āĻ¸āĻŦ āĻ¸āĻŽā§Ÿ āĻ§āĻžāĻ°āĻžāĻŦāĻžāĻšāĻŋāĻ•āĻ­āĻžāĻŦā§‡ āĻ­āĻžāĻ˛ā§‹ āĻĢāĻ˛āĻžāĻĢāĻ˛ āĻĻāĻŋāĻŦā§‡? -## ## āĻ˛ā§‡āĻ•āĻšāĻžāĻ°-āĻĒāĻ°āĻŦāĻ°ā§āĻ¤ā§€ āĻ•ā§āĻ‡āĻœ +## āĻ˛ā§‡āĻ•āĻšāĻžāĻ°-āĻĒāĻ°āĻŦāĻ°ā§āĻ¤ā§€ āĻ•ā§āĻ‡āĻœ [āĻ˛ā§‡āĻ•āĻšāĻžāĻ°-āĻĒāĻ°āĻŦāĻ°ā§āĻ¤ā§€ āĻ•ā§āĻ‡āĻœ](https://brave-island-0b7c7f50f.azurestaticapps.net/quiz/32) ## āĻ°āĻŋāĻ­āĻŋāĻ‰ āĻ“ āĻ¸ā§āĻŦ-āĻ…āĻ§ā§āĻ¯ā§ŸāĻ¨ -āĻ†āĻŽāĻ°āĻž āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻ¸āĻ¨ āĻŽāĻĄā§‡āĻ˛ āĻĒā§‹āĻ°ā§āĻŸāĻžāĻ˛ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻŸā§āĻ°ā§‡āĻ‡āĻ¨ āĻ•āĻ°ā§‡āĻ›āĻŋāĨ¤ āĻāĻŸāĻž āĻ‡āĻŽā§‡āĻœ āĻāĻ° āĻ¸āĻšāĻœāĻ˛āĻ­ā§āĻ¯āĻ¤āĻžāĻ° āĻ‰āĻĒāĻ° āĻ¨āĻŋāĻ°ā§āĻ­āĻ° āĻ•āĻ°ā§‡ - āĻāĻŦāĻ‚ āĻŦāĻžāĻ¸ā§āĻ¤āĻŦ āĻœāĻ—āĻ¤ā§‡ āĻ†āĻŽāĻ°āĻž āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻāĻ° āĻ¸āĻžāĻĨā§‡ āĻŽā§āĻ¯āĻžāĻš āĻ•āĻ°ā§‡ āĻāĻŽāĻ¨ āĻŸā§āĻ°ā§‡āĻ‡āĻ¨āĻŋāĻ‚ āĻĄāĻžāĻŸāĻž āĻšā§ŸāĻ¤ āĻĒāĻžāĻŦā§‹ āĻ¨āĻžāĨ¤ āĻ†āĻŽāĻ°āĻž āĻāĻŸāĻžāĻ° āĻŦāĻĻāĻ˛ā§‡ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨā§‡āĻ•ā§‡ āĻ¸āĻ°āĻžāĻ¸āĻ°āĻŋ āĻŸā§āĻ°ā§‡āĻ‡āĻ¨āĻŋāĻ‚ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ āĻ•āĻ°āĻ¤ā§‡ āĻāĻĒāĻŋāĻ†āĻ‡ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡, IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨā§‡āĻ•ā§‡ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻ•āĻ°āĻž āĻ‡āĻŽā§‡āĻœ āĻĻāĻŋā§Ÿā§‡ āĻŽāĻĄā§‡āĻ˛ āĻŸā§āĻ°ā§‡āĻ‡āĻ¨ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯āĨ¤ +āĻ†āĻŽāĻ°āĻž āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ•āĻžāĻ¸ā§āĻŸāĻŽ āĻ­āĻŋāĻ¸āĻ¨ āĻŽāĻĄā§‡āĻ˛ āĻĒā§‹āĻ°ā§āĻŸāĻžāĻ˛ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻŸā§āĻ°ā§‡āĻ‡āĻ¨ āĻ•āĻ°ā§‡āĻ›āĻŋāĨ¤ āĻāĻŸāĻž āĻ‡āĻŽā§‡āĻœ āĻāĻ° āĻ¸āĻšāĻœāĻ˛āĻ­ā§āĻ¯āĻ¤āĻžāĻ° āĻ‰āĻĒāĻ° āĻ¨āĻŋāĻ°ā§āĻ­āĻ° āĻ•āĻ°ā§‡ - āĻāĻŦāĻ‚ āĻŦāĻžāĻ¸ā§āĻ¤āĻŦ āĻœāĻ—āĻ¤ā§‡ āĻ†āĻŽāĻ°āĻž āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ•ā§āĻ¯āĻžāĻŽā§‡āĻ°āĻž āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻāĻ° āĻ¸āĻžāĻĨā§‡ āĻŽāĻŋāĻ˛ā§‡ āĻāĻŽāĻ¨ āĻŸā§āĻ°ā§‡āĻ‡āĻ¨āĻŋāĻ‚ āĻĄāĻžāĻŸāĻž āĻšā§ŸāĻ¤ āĻĒāĻžāĻŦā§‹ āĻ¨āĻžāĨ¤ āĻ†āĻŽāĻ°āĻž āĻāĻŸāĻžāĻ° āĻŦāĻĻāĻ˛ā§‡ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨā§‡āĻ•ā§‡ āĻ¸āĻ°āĻžāĻ¸āĻ°āĻŋ āĻŸā§āĻ°ā§‡āĻ‡āĻ¨āĻŋāĻ‚ āĻ•āĻ°āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋ āĻ•āĻ°āĻ¤ā§‡ āĻāĻĒāĻŋāĻ†āĻ‡ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡, IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻĨā§‡āĻ•ā§‡ āĻ•ā§āĻ¯āĻžāĻĒāĻšāĻžāĻ° āĻ•āĻ°āĻž āĻ‡āĻŽā§‡āĻœ āĻĻāĻŋā§Ÿā§‡ āĻŽāĻĄā§‡āĻ˛ āĻŸā§āĻ°ā§‡āĻ‡āĻ¨ āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯āĨ¤ -* āĻŸā§āĻ°ā§‡āĻ‡āĻ¨āĻŋāĻ‚ āĻāĻĒāĻŋāĻ†āĻ‡ āĻāĻ° āĻ‰āĻĒāĻ° āĻĒā§œā§āĻ¨ [using the Custom Vision SDK quick start](https://docs.microsoft.com/azure/cognitive-services/custom-vision-service/quickstarts/image-classification?WT.mc_id=academic-17441-jabenn&tabs=visual-studio&pivots=programming-language-python) +* āĻŸā§āĻ°ā§‡āĻ‡āĻ¨āĻŋāĻ‚ āĻāĻĒāĻŋāĻ†āĻ‡ āĻ¸āĻŽā§āĻĒāĻ°ā§āĻ•ā§‡ āĻ†āĻ°ā§‹ āĻœāĻžāĻ¨āĻ¤ā§‡ [using the Custom Vision SDK quick start](https://docs.microsoft.com/azure/cognitive-services/custom-vision-service/quickstarts/image-classification?WT.mc_id=academic-17441-jabenn&tabs=visual-studio&pivots=programming-language-python) āĻĻā§‡āĻ–āĻ¤ā§‡ āĻĒāĻžāĻ°āĻŋāĨ¤ ## āĻāĻ¸āĻžāĻ‡āĻ¨āĻŽā§‡āĻ¨ā§āĻŸ -[āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻŋāĻ•ā§‡āĻļāĻ¨ āĻ°ā§‡āĻœāĻžāĻ˛ā§āĻŸā§‡āĻ° āĻĒā§āĻ°āĻ¤āĻŋāĻ•ā§āĻ°āĻŋā§ŸāĻž āĻœāĻžāĻ¨āĻžāĻ¨ā§‹](./assignment.bn.md) +[āĻ•ā§āĻ˛āĻžāĻ¸āĻŋāĻĢāĻŋāĻ•ā§‡āĻļāĻ¨ āĻ°ā§‡āĻœāĻžāĻ˛ā§āĻŸā§‡āĻ° āĻĒā§āĻ°āĻ¤āĻŋāĻ•ā§āĻ°āĻŋā§ŸāĻž āĻœāĻžāĻ¨āĻžāĻ¨ā§‹](assignment.bn.md) diff --git a/translations/README.bn.md b/translations/README.bn.md index 3ce2f415..69772140 100644 --- a/translations/README.bn.md +++ b/translations/README.bn.md @@ -92,7 +92,7 @@ | 13 | [āĻĒāĻ°āĻŋāĻŦāĻšāĻ¨](../3-transport) | āĻ˛ā§‹āĻ•ā§‡āĻļāĻ¨ āĻĄā§‡āĻŸāĻž āĻĒā§āĻ°āĻĻāĻ°ā§āĻļāĻ¨ |āĻŽāĻžāĻ¨āĻšāĻŋāĻ¤ā§āĻ°ā§‡ āĻ…āĻŦāĻ¸ā§āĻĨāĻžāĻ¨ā§‡āĻ° āĻĄā§‡āĻŸāĻž āĻĒā§āĻ°āĻĻāĻ°ā§āĻļāĻ¨ āĻ•āĻ°āĻž āĻāĻŦāĻ‚ āĻŽāĻžāĻ¨āĻšāĻŋāĻ¤ā§āĻ°āĻ—ā§āĻ˛āĻŋ āĻ•ā§€āĻ­āĻžāĻŦā§‡ ā§¨āĻŸāĻŋ āĻŽāĻžāĻ¤ā§āĻ°āĻžāĻ¯āĻŧ āĻŦāĻžāĻ¸ā§āĻ¤āĻŦ āĻ¤ā§āĻ°āĻŋāĻŽāĻžāĻ¤ā§āĻ°āĻŋāĻ• āĻŦāĻŋāĻļā§āĻŦā§‡āĻ° āĻ‰āĻĒāĻ¸ā§āĻĨāĻžāĻĒāĻ¨ āĻ•āĻ°ā§‡ āĻ¸ā§‡ āĻ¸āĻŽā§āĻĒāĻ°ā§āĻ•ā§‡ āĻœā§āĻžāĻžāĻ¨ āĻ…āĻ°ā§āĻœāĻ¨ | [āĻ˛ā§‹āĻ•ā§‡āĻļāĻ¨ āĻĄā§‡āĻŸāĻž āĻĒā§āĻ°āĻĻāĻ°ā§āĻļāĻ¨](../3-transport/lessons/3-visualize-location-data/translations/README.bn.md) | | 14 | [āĻĒāĻ°āĻŋāĻŦāĻšāĻ¨](../3-transport) | Geofences | Geofences āĻ¸āĻŽā§āĻĒāĻ°ā§āĻ•ā§‡ āĻœāĻžāĻ¨āĻž āĻāĻŦāĻ‚ āĻ•ā§€āĻ­āĻžāĻŦā§‡ āĻāĻŸāĻŋ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻ¸āĻžāĻĒā§āĻ˛āĻžāĻ‡ āĻšā§‡āĻ‡āĻ¨ā§‡āĻ° āĻŦāĻŋāĻ­āĻŋāĻ¨ā§āĻ¨ āĻĒāĻ°ā§āĻ¯āĻžā§Ÿā§‡āĻ° āĻŦāĻžāĻšāĻ¨āĻ—ā§āĻ˛ā§‹ āĻ¯āĻ–āĻ¨ āĻ—āĻ¨ā§āĻ¤āĻŦā§āĻ¯ā§‡āĻ° āĻ•āĻžāĻ›āĻžāĻ•āĻžāĻ›āĻŋ āĻĒā§ŒāĻāĻ›āĻžā§Ÿ āĻ¤āĻ–āĻ¨ āĻāĻ˛āĻžāĻ°ā§āĻŸ āĻĻā§‡ā§ŸāĻž āĻ¯āĻžā§Ÿ āĻ¤āĻž āĻļā§‡āĻ–āĻž | [Geofences](../3-transport/lessons/4-geofences/README.md) | | 15 | [āĻ‰ā§ŽāĻĒāĻžāĻĻāĻ¨](../4-manufacturing) | āĻ–āĻžāĻĻā§āĻ¯āĻĒāĻŖā§āĻ¯ā§‡āĻ° āĻ—ā§āĻŖāĻŽāĻžāĻ¨ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤āĻ•āĻžāĻ°ā§€ āĻŽāĻĄā§‡āĻ˛āĻ•ā§‡ āĻŸā§āĻ°ā§‡āĻ¨āĻŋāĻ‚ āĻĒā§āĻ°āĻĻāĻžāĻ¨ | āĻ•ā§āĻ˛āĻžāĻ‰āĻĄā§‡āĻ° āĻ›āĻŦāĻŋ āĻļā§āĻ°ā§‡āĻŖāĻŋāĻŦāĻĻā§āĻ§āĻ•āĻ°āĻŖ āĻŽāĻĄā§‡āĻ˛āĻ•ā§‡ (Image Classifier) āĻĢāĻ˛ā§‡āĻ° āĻŽāĻžāĻ¨ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤ āĻ•āĻ°āĻ¤ā§‡ āĻ•ā§€āĻ­āĻžāĻŦā§‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŋāĻ¤ āĻ•āĻ°āĻ¤ā§‡ āĻšāĻŦā§‡ āĻ¸ā§‡ āĻ¸āĻŽā§āĻĒāĻ°ā§āĻ•ā§‡ āĻœāĻžāĻ¨āĻž | [āĻ–āĻžāĻĻā§āĻ¯āĻĒāĻŖā§āĻ¯ā§‡āĻ° āĻ—ā§āĻŖāĻŽāĻžāĻ¨ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤āĻ•āĻžāĻ°ā§€ āĻŽāĻĄā§‡āĻ˛āĻ•ā§‡ āĻŸā§āĻ°ā§‡āĻ¨āĻŋāĻ‚ āĻĒā§āĻ°āĻĻāĻžāĻ¨](../4-manufacturing/lessons/1-train-fruit-detector/translations/README.bn.md) | -| 16 | [āĻ‰ā§ŽāĻĒāĻžāĻĻāĻ¨](../4-manufacturing) | Check fruit quality from an IoT device | āĻ†āĻ‡āĻ“āĻŸāĻŋ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡ āĻĢāĻ˛ā§‡āĻ° āĻ—ā§āĻŖāĻ—āĻ¤ āĻŽāĻžāĻ¨ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤āĻ•āĻžāĻ°ā§€ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° | [Check fruit quality from an IoT device](../4-manufacturing/lessons/2-check-fruit-from-device/README.md) | +| 16 | [āĻ‰ā§ŽāĻĒāĻžāĻĻāĻ¨](../4-manufacturing) | IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻĢāĻ˛ā§‡āĻ° āĻŽāĻžāĻ¨ āĻ¯āĻžāĻšāĻžāĻ‡ | āĻ†āĻ‡āĻ“āĻŸāĻŋ āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ā§‡ āĻĢāĻ˛ā§‡āĻ° āĻ—ā§āĻŖāĻ—āĻ¤ āĻŽāĻžāĻ¨ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤āĻ•āĻžāĻ°ā§€ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° | [IoT āĻĄāĻŋāĻ­āĻžāĻ‡āĻ¸ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§‡ āĻĢāĻ˛ā§‡āĻ° āĻŽāĻžāĻ¨ āĻ¯āĻžāĻšāĻžāĻ‡](../4-manufacturing/lessons/2-check-fruit-from-device/translations/README.bn.md) | | 17 | [āĻ‰ā§ŽāĻĒāĻžāĻĻāĻ¨](../4-manufacturing) | Edge āĻ Fruit Detector āĻĒāĻ°āĻŋāĻšāĻžāĻ˛āĻ¨āĻž āĻ•āĻ°āĻž | āĻĢāĻ˛ā§‡āĻ° āĻ—ā§āĻŖāĻ—āĻ¤ āĻŽāĻžāĻ¨ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤āĻ•āĻžāĻ°ā§€āĻ•ā§‡ Edge āĻšāĻŋāĻ¸ā§‡āĻŦā§‡ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° | [Edge āĻ Fruit Detector āĻĒāĻ°āĻŋāĻšāĻžāĻ˛āĻ¨āĻž āĻ•āĻ°āĻž](../4-manufacturing/lessons/3-run-fruit-detector-edge/translations/README.bn.md) | | 18 | [āĻ‰ā§ŽāĻĒāĻžāĻĻāĻ¨](../4-manufacturing) | Trigger fruit quality detection from a sensor | āĻ¸ā§‡āĻ¨ā§āĻ¸āĻ° āĻĨā§‡āĻ•ā§‡ āĻĢāĻ˛ā§‡āĻ° āĻ—ā§āĻŖāĻžāĻ—ā§āĻŖ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤āĻ•āĻ°āĻŖ āĻ¨āĻŋā§ŸāĻ¨ā§āĻ¤ā§āĻ°āĻŖ āĻ•āĻ°āĻž āĻļā§‡āĻ–āĻž| [Trigger fruit quality detection from a sensor](../4-manufacturing/lessons/4-trigger-fruit-detector/README.md) | | 19 | [āĻ–ā§āĻšāĻ°āĻžāĻĒāĻ°ā§āĻ¯āĻžā§Ÿ](../5-retail) | Train a stock detector | āĻ•ā§‹āĻ¨āĻ“ āĻĻā§‹āĻ•āĻžāĻ¨ā§‡ āĻ¸ā§āĻŸāĻ• āĻ—āĻŖāĻ¨āĻž āĻ•āĻ°āĻ¤ā§‡ āĻ¸ā§āĻŸāĻ• āĻĄāĻŋāĻŸā§‡āĻ•ā§āĻŸāĻ°āĻ•ā§‡ āĻĒā§āĻ°āĻļāĻŋāĻ•ā§āĻˇāĻŖ āĻĻā§‡āĻ“āĻ¯āĻŧāĻžāĻ° āĻœāĻ¨ā§āĻ¯ āĻ•ā§€āĻ­āĻžāĻŦā§‡ āĻ…āĻŦāĻœā§‡āĻ•ā§āĻŸ āĻ¸āĻ¨āĻžāĻ•ā§āĻ¤āĻ•āĻ°āĻŖ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻž āĻ¯āĻžāĻ¯āĻŧ āĻ¤āĻž āĻļā§‡āĻ–āĻž | [Train a stock detector](../5-retail/lessons/1-train-stock-detector/README.md) | From 72ebf6b1aecacca60d78e6d11a6127f685e9df8d Mon Sep 17 00:00:00 2001 From: Dhanya Hegde <71935582+DhanyaHegde01@users.noreply.github.com> Date: Thu, 28 Oct 2021 21:38:04 +0530 Subject: [PATCH 26/26] Created Hindi translation for retail (#337) * Created Hindi translation for retail * Update 5-retail/translations/ReadME.hi.md Co-authored-by: Bhavesh Suneja <40915476+EliteWarrior315@users.noreply.github.com> * Update 5-retail/translations/ReadME.hi.md Co-authored-by: Bhavesh Suneja <40915476+EliteWarrior315@users.noreply.github.com> * Update 5-retail/translations/ReadME.hi.md Co-authored-by: Bhavesh Suneja <40915476+EliteWarrior315@users.noreply.github.com> Co-authored-by: Jim Bennett Co-authored-by: Bhavesh Suneja <40915476+EliteWarrior315@users.noreply.github.com> --- 5-retail/translations/ReadME.hi.md | 19 +++++++++++++++++++ 1 file changed, 19 insertions(+) create mode 100644 5-retail/translations/ReadME.hi.md diff --git a/5-retail/translations/ReadME.hi.md b/5-retail/translations/ReadME.hi.md new file mode 100644 index 00000000..1ffc8967 --- /dev/null +++ b/5-retail/translations/ReadME.hi.md @@ -0,0 +1,19 @@ +# ā¤–āĨā¤Ļā¤°ā¤ž - ā¤¸āĨā¤ŸāĨ‰ā¤• ā¤¸āĨā¤¤ā¤°āĨ‹ā¤‚ ā¤•āĨ‹ ā¤ĒāĨā¤°ā¤Ŧā¤‚ā¤§ā¤ŋā¤¤ ā¤•ā¤°ā¤¨āĨ‡ ā¤•āĨ‡ ā¤˛ā¤ŋā¤ IoT ā¤•ā¤ž ā¤‰ā¤Ēā¤¯āĨ‹ā¤— ā¤•ā¤°ā¤¨ā¤ž + +ā¤‰ā¤Ēā¤­āĨ‹ā¤•āĨā¤¤ā¤žā¤“ā¤‚ ā¤¤ā¤• ā¤Ēā¤šāĨā¤‚ā¤šā¤¨āĨ‡ ā¤¸āĨ‡ ā¤Ēā¤šā¤˛āĨ‡ ā¤Ģā¤ŧāĨ€ā¤Ą ā¤•āĨ‡ ā¤˛ā¤ŋā¤ ā¤…ā¤‚ā¤¤ā¤ŋā¤Ž ā¤šā¤°ā¤Ŗ ā¤–āĨā¤Ļā¤°ā¤ž ā¤šāĨˆ - ā¤Ŧā¤žā¤œā¤žā¤°, ā¤•ā¤ŋā¤°ā¤žā¤¨āĨ‡ ā¤•ā¤ž ā¤¸ā¤žā¤Žā¤žā¤¨, ā¤¸āĨā¤Ēā¤°ā¤Žā¤žā¤°āĨā¤•āĨ‡ā¤Ÿ ā¤”ā¤° ā¤¸āĨā¤ŸāĨ‹ā¤° ā¤œāĨ‹ ā¤‰ā¤Ēā¤­āĨ‹ā¤•āĨā¤¤ā¤žā¤“ā¤‚ ā¤•āĨ‹ ā¤‰ā¤¤āĨā¤Ēā¤žā¤Ļ ā¤ŦāĨ‡ā¤šā¤¤āĨ‡ ā¤šāĨˆā¤‚āĨ¤ ā¤¯āĨ‡ ā¤¸āĨā¤ŸāĨ‹ā¤° ā¤¯ā¤š ā¤¸āĨā¤¨ā¤ŋā¤ļāĨā¤šā¤ŋā¤¤ ā¤•ā¤°ā¤¨ā¤ž ā¤šā¤žā¤šā¤¤āĨ‡ ā¤šāĨˆā¤‚ ā¤•ā¤ŋ ā¤‰ā¤Ēā¤­āĨ‹ā¤•āĨā¤¤ā¤žā¤“ā¤‚ ā¤•āĨ‡ ā¤ĻāĨ‡ā¤–ā¤¨āĨ‡ ā¤”ā¤° ā¤–ā¤°āĨ€ā¤Ļā¤¨āĨ‡ ā¤•āĨ‡ ā¤˛ā¤ŋā¤ ā¤‡ā¤¨ā¤•āĨ‡ ā¤Ēā¤žā¤¸ ā¤…ā¤˛ā¤Žā¤žā¤°ā¤ŋā¤¯āĨ‹ā¤‚ ā¤Ēā¤° ā¤‰ā¤¤āĨā¤Ēā¤žā¤Ļā¤¨ ā¤šāĨ‹āĨ¤ + +ā¤–ā¤žā¤ĻāĨā¤¯ ā¤­ā¤‚ā¤Ąā¤žā¤°āĨ‹ā¤‚ ā¤ŽāĨ‡ā¤‚, ā¤ĩā¤ŋā¤ļāĨ‡ā¤ˇ ā¤°āĨ‚ā¤Ē ā¤¸āĨ‡ ā¤Ŧā¤Ąā¤ŧāĨ‡ ā¤¸āĨā¤Ēā¤°ā¤Žā¤žā¤°āĨā¤•āĨ‡ā¤Ÿ ā¤ŽāĨ‡ā¤‚, ā¤¸ā¤Ŧā¤¸āĨ‡ ā¤…ā¤§ā¤ŋā¤• ā¤ŽāĨˆā¤¨āĨā¤…ā¤˛, ā¤¸ā¤Žā¤¯ ā¤˛āĨ‡ā¤¨āĨ‡ ā¤ĩā¤žā¤˛āĨ‡ ā¤•ā¤žā¤°āĨā¤¯āĨ‹ā¤‚ ā¤ŽāĨ‡ā¤‚ ā¤¸āĨ‡ ā¤ā¤• ā¤¯ā¤š ā¤¸āĨā¤¨ā¤ŋā¤ļāĨā¤šā¤ŋā¤¤ ā¤•ā¤°ā¤¨ā¤ž ā¤šāĨˆ ā¤•ā¤ŋ ā¤…ā¤˛ā¤Žā¤žā¤°ā¤ŋā¤¯āĨ‹ā¤‚ ā¤•āĨ‹ ā¤¸āĨā¤ŸāĨ‰ā¤• ā¤•ā¤ŋā¤¯ā¤ž ā¤—ā¤¯ā¤ž ā¤šāĨˆ ā¤¯ā¤ž ā¤¨ā¤šāĨ€ā¤‚ ā¤”ā¤° ā¤¯ā¤š ā¤¸āĨā¤¨ā¤ŋā¤ļāĨā¤šā¤ŋā¤¤ ā¤•ā¤°ā¤¨āĨ‡ ā¤•āĨ‡ ā¤˛ā¤ŋā¤ ā¤…ā¤˛ā¤—-ā¤…ā¤˛ā¤— ā¤…ā¤˛ā¤Žā¤žā¤°ā¤ŋā¤¯āĨ‹ā¤‚ ā¤•āĨ€ ā¤œā¤žā¤ā¤š ā¤•ā¤°ā¤¨ā¤ž ā¤•ā¤ŋ ā¤•ā¤ŋā¤¸āĨ€ ā¤­āĨ€ ā¤…ā¤‚ā¤¤ā¤°ā¤žā¤˛ ā¤•āĨ‹ ā¤¸āĨā¤ŸāĨ‹ā¤° ā¤°āĨ‚ā¤Ž ā¤¸āĨ‡ ā¤‰ā¤Ēā¤œ ā¤¸āĨ‡ ā¤­ā¤°ā¤ž ā¤—ā¤¯ā¤ž ā¤šāĨˆ ā¤¯ā¤ž ā¤¨ā¤šāĨ€ā¤‚āĨ¤ + +IoT ā¤‡ā¤¸ā¤ŽāĨ‡ā¤‚ ā¤Žā¤Ļā¤Ļ ā¤•ā¤° ā¤¸ā¤•ā¤¤ā¤ž ā¤šāĨˆ, ā¤¸āĨā¤ŸāĨ‰ā¤• ā¤—ā¤ŋā¤¨ā¤¨āĨ‡ ā¤•āĨ‡ ā¤˛ā¤ŋā¤ IoT ā¤‰ā¤Ēā¤•ā¤°ā¤ŖāĨ‹ā¤‚ ā¤Ēā¤° ā¤šā¤˛ā¤¨āĨ‡ ā¤ĩā¤žā¤˛āĨ‡ AI ā¤ŽāĨ‰ā¤Ąā¤˛ ā¤•ā¤ž ā¤‰ā¤Ēā¤¯āĨ‹ā¤— ā¤•ā¤°ā¤•āĨ‡, ā¤Žā¤ļāĨ€ā¤¨ ā¤˛ā¤°āĨā¤¨ā¤ŋā¤‚ā¤— ā¤ŽāĨ‰ā¤Ąā¤˛ ā¤•ā¤ž ā¤‰ā¤Ēā¤¯āĨ‹ā¤— ā¤•ā¤°ā¤•āĨ‡ ā¤œāĨ‹ ā¤¨ ā¤•āĨ‡ā¤ĩā¤˛ ā¤›ā¤ĩā¤ŋā¤¯āĨ‹ā¤‚ ā¤•āĨ‹ ā¤ĩā¤°āĨā¤—āĨ€ā¤•āĨƒā¤¤ ā¤•ā¤°ā¤¤āĨ‡ ā¤šāĨˆā¤‚, ā¤Ŧā¤˛āĨā¤•ā¤ŋ ā¤ĩāĨā¤¯ā¤•āĨā¤¤ā¤ŋā¤—ā¤¤ ā¤ĩā¤¸āĨā¤¤āĨā¤“ā¤‚ ā¤•ā¤ž ā¤Ēā¤¤ā¤ž ā¤˛ā¤—ā¤ž ā¤¸ā¤•ā¤¤āĨ‡ ā¤šāĨˆā¤‚ ā¤”ā¤° ā¤‰ā¤¨āĨā¤šāĨ‡ā¤‚ ā¤—ā¤ŋā¤¨ ā¤¸ā¤•ā¤¤āĨ‡ ā¤šāĨˆā¤‚āĨ¤ + +ā¤‡ā¤¨ 2 ā¤Ēā¤žā¤ āĨ‹ā¤‚ ā¤ŽāĨ‡ā¤‚ ā¤†ā¤Ē ā¤¸āĨ€ā¤–āĨ‡ā¤‚ā¤—āĨ‡ ā¤•ā¤ŋ ā¤¸āĨā¤ŸāĨ‰ā¤• ā¤•āĨ€ ā¤—ā¤Ŗā¤¨ā¤ž ā¤•ā¤°ā¤¨āĨ‡ ā¤•āĨ‡ ā¤˛ā¤ŋā¤ ā¤›ā¤ĩā¤ŋ-ā¤†ā¤§ā¤žā¤°ā¤ŋā¤¤ AI ā¤ŽāĨ‰ā¤Ąā¤˛ ā¤•āĨ‹ ā¤•āĨˆā¤¸āĨ‡ ā¤ĒāĨā¤°ā¤ļā¤ŋā¤•āĨā¤ˇā¤ŋā¤¤ ā¤•ā¤ŋā¤¯ā¤ž ā¤œā¤žā¤, ā¤”ā¤° ā¤•āĨˆā¤¸āĨ‡ ā¤‡ā¤¨ ā¤ŽāĨ‰ā¤Ąā¤˛āĨ‹ā¤‚ ā¤•āĨ‹ IoT ā¤‰ā¤Ēā¤•ā¤°ā¤ŖāĨ‹ā¤‚ ā¤Ēā¤° ā¤šā¤˛ā¤žā¤¯ā¤ž ā¤œā¤žā¤āĨ¤ + +> 💁 ā¤¯āĨ‡ ā¤Ēā¤žā¤  ā¤•āĨā¤› ā¤•āĨā¤˛ā¤žā¤‰ā¤Ą ā¤¸ā¤‚ā¤¸ā¤žā¤§ā¤¨āĨ‹ā¤‚ ā¤•ā¤ž ā¤‰ā¤Ēā¤¯āĨ‹ā¤— ā¤•ā¤°āĨ‡ā¤‚ā¤—āĨ‡āĨ¤ ā¤¯ā¤Ļā¤ŋ ā¤†ā¤Ē ā¤‡ā¤¸ ā¤Ēā¤°ā¤ŋā¤¯āĨ‹ā¤œā¤¨ā¤ž ā¤•āĨ‡ ā¤¸ā¤­āĨ€ ā¤Ēā¤žā¤ āĨ‹ā¤‚ ā¤•āĨ‹ ā¤ĒāĨ‚ā¤°ā¤ž ā¤¨ā¤šāĨ€ā¤‚ ā¤•ā¤°ā¤¤āĨ‡ ā¤šāĨˆā¤‚, ā¤¤āĨ‹ ā¤¸āĨā¤¨ā¤ŋā¤ļāĨā¤šā¤ŋā¤¤ ā¤•ā¤°āĨ‡ā¤‚ ā¤•ā¤ŋ ā¤†ā¤Ē [ā¤…ā¤Ēā¤¨ā¤ž ā¤ĒāĨā¤°āĨ‹ā¤œāĨ‡ā¤•āĨā¤Ÿ ā¤¸ā¤žā¤Ģā¤ŧ ā¤•ā¤°āĨ‡ā¤‚](../clean-up.md)āĨ¤ +## ā¤ĩā¤ŋā¤ˇā¤¯ + +1. [ā¤¸āĨā¤ŸāĨ‰ā¤• ā¤Ąā¤ŋā¤ŸāĨ‡ā¤•āĨā¤Ÿā¤° ā¤•āĨ‹ ā¤ĒāĨā¤°ā¤ļā¤ŋā¤•āĨā¤ˇā¤ŋā¤¤ ā¤•ā¤°āĨ‡ā¤‚](./lessons/1-train-stock-detector/README.md) +1. [IoT ā¤Ąā¤ŋā¤ĩā¤žā¤‡ā¤¸ ā¤¸āĨ‡ ā¤¸āĨā¤ŸāĨ‰ā¤• ā¤•āĨ€ ā¤œā¤žā¤‚ā¤š ā¤•ā¤°āĨ‡ā¤‚](./lessons/2-check-stock-device/README.md) + +## ā¤•āĨā¤°āĨ‡ā¤Ąā¤ŋā¤Ÿ + +ā¤¸ā¤­āĨ€ ā¤Ēā¤žā¤  [ā¤œā¤ŋā¤Ž ā¤ŦāĨ‡ā¤¨āĨ‡ā¤Ÿ] ā¤ĻāĨā¤ĩā¤žā¤°ā¤ž ī¸ ā¤•āĨ‡ ā¤¸ā¤žā¤Ĩ ā¤˛ā¤ŋā¤–āĨ‡ ā¤—ā¤ ā¤ĨāĨ‡ (https://GitHub.com/JimBobBennett)