diff --git a/1-Introduction/1-intro-to-ML/README.md b/1-Introduction/1-intro-to-ML/README.md index 006bb383..e9a32ca9 100644 --- a/1-Introduction/1-intro-to-ML/README.md +++ b/1-Introduction/1-intro-to-ML/README.md @@ -6,7 +6,7 @@ ## [Pre-lecture quiz](https://white-water-09ec41f0f.azurestaticapps.net/quiz/1/) -# Welcome +*** Welcome to this course on classical machine learning for beginners! Whether you're completely new to this topic, or an experienced ML practitioner looking to brush up on an area, we're happy to have you join us! We want to create a friendly launching spot for your ML study and would be happy to evaluate, respond to, and incorporate your [feedback](https://github.com/microsoft/ML-For-Beginners/discussions). diff --git a/7-TimeSeries/3-SVR/README.md b/7-TimeSeries/3-SVR/README.md index 33871793..4f55894c 100644 --- a/7-TimeSeries/3-SVR/README.md +++ b/7-TimeSeries/3-SVR/README.md @@ -1,4 +1,4 @@ -# Time series forecasting with Support Vector Regressor +# Time Series Forecasting with Support Vector Regressor In the previous lesson, you learned how to use ARIMA model to make time series predictions. Now you'll be looking at Support Vector Regressor model which is a regressor model used to predict continuous data. diff --git a/README.md b/README.md index 301a9f07..9104836f 100644 --- a/README.md +++ b/README.md @@ -16,7 +16,7 @@ Azure Cloud Advocates at Microsoft are pleased to offer a 12-week, 24-lesson (pl Travel with us around the world as we apply these classic techniques to data from many areas of the world. Each lesson includes pre- and post-lesson quizzes, written instructions to complete the lesson, a solution, an assignment and more. Our project-based pedagogy allows you to learn while building, a proven way for new skills to 'stick'. -**✍️ Hearty thanks to our authors** Jen Looper, Stephen Howell, Francesca Lazzeri, Tomomi Imura, Cassie Breviu, Dmitry Soshnikov, Chris Noring, Ornella Altunyan, and Amy Boyd +**✍️ Hearty thanks to our authors** Jen Looper, Stephen Howell, Francesca Lazzeri, Tomomi Imura, Cassie Breviu, Dmitry Soshnikov, Chris Noring, Anirban Mukherjee, Ornella Altunyan, and Amy Boyd **🎨 Thanks as well to our illustrators** Tomomi Imura, Dasani Madipalli, and Jen Looper @@ -101,8 +101,9 @@ By ensuring that the content aligns with projects, the process is made more enga | 20 | Romantic hotels of Europe ♥️ | [Natural language processing](6-NLP/README.md) | Sentiment analysis with hotel reviews 2 | [Python](6-NLP/5-Hotel-Reviews-2/README.md) | Stephen | | 21 | Introduction to time series forecasting | [Time series](7-TimeSeries/README.md) | Introduction to time series forecasting | [Python](7-TimeSeries/1-Introduction/README.md) | Francesca | | 22 | ⚡️ World Power Usage ⚡️ - time series forecasting with ARIMA | [Time series](7-TimeSeries/README.md) | Time series forecasting with ARIMA | [Python](7-TimeSeries/2-ARIMA/README.md) | Francesca | -| 23 | Introduction to reinforcement learning | [Reinforcement learning](8-Reinforcement/README.md) | Introduction to reinforcement learning with Q-Learning | [Python](8-Reinforcement/1-QLearning/README.md) | Dmitry | -| 24 | Help Peter avoid the wolf! 🐺 | [Reinforcement learning](8-Reinforcement/README.md) | Reinforcement learning Gym | [Python](8-Reinforcement/2-Gym/README.md) | Dmitry | +| 23 | ⚡️ World Power Usage ⚡️ - time series forecasting with SVR | [Time series](7-TimeSeries/README.md) | Time series forecasting with Support Vector Regressor | [Python](7-TimeSeries/3-SVR/README.md) | Anirban | +| 24 | Introduction to reinforcement learning | [Reinforcement learning](8-Reinforcement/README.md) | Introduction to reinforcement learning with Q-Learning | [Python](8-Reinforcement/1-QLearning/README.md) | Dmitry | +| 25 | Help Peter avoid the wolf! 🐺 | [Reinforcement learning](8-Reinforcement/README.md) | Reinforcement learning Gym | [Python](8-Reinforcement/2-Gym/README.md) | Dmitry | | Postscript | Real-World ML scenarios and applications | [ML in the Wild](9-Real-World/README.md) | Interesting and revealing real-world applications of classical ML | [Lesson](9-Real-World/1-Applications/README.md) | Team | ## Offline access diff --git a/docs/_sidebar.md b/docs/_sidebar.md index d44e2007..ed68a3a6 100644 --- a/docs/_sidebar.md +++ b/docs/_sidebar.md @@ -33,6 +33,7 @@ - Time Series Forecasting - [Introduction to Time Series Forecasting](../7-TimeSeries/1-Introduction/README.md) - [ARIMA](../7-TimeSeries/2-ARIMA/README.md) + - [SVR](../7-TimeSeries/3-SVR/README.md) - Reinforcement Learning - [Q-Learning](../8-Reinforcement/1-QLearning/README.md) diff --git a/pdf/readme.pdf b/pdf/readme.pdf index e63c0ba1..46e57993 100644 Binary files a/pdf/readme.pdf and b/pdf/readme.pdf differ diff --git a/quiz-app/package-lock.json b/quiz-app/package-lock.json index ae6dbb46..6942d2ee 100644 --- a/quiz-app/package-lock.json +++ b/quiz-app/package-lock.json @@ -1710,15 +1710,6 @@ "integrity": "sha512-nQyp0o1/mNdbTO1PO6kHkwSrmgZ0MT/jCCpNiwbUjGoRN4dlBhqJtoQuCnEOKzgTVwg0ZWiCoQy6SxMebQVh8A==", "dev": true }, - "ansi-styles": { - "version": "4.3.0", - "resolved": "https://registry.npmjs.org/ansi-styles/-/ansi-styles-4.3.0.tgz", - "integrity": "sha512-zbB9rCJAT1rbjiVDb2hqKFHNYLxgtk8NURxZ3IZwD3F6NtxbXZQCnnSi1Lkx+IDohdPlFp222wVALIheZJQSEg==", - "dev": true, - "requires": { - 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