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--- a/1-getting-started/lessons/1-introduction-to-iot/README.md
+++ b/1-getting-started/lessons/1-introduction-to-iot/README.md
@ -1,6 +1,6 @@
 # Introduction to IoT
-![A sketchnote overview of this lesson](../../../sketchnotes/lesson-1.png)
+![A sketchnote overview of this lesson](../../../sketchnotes/lesson-1.jpg)
 > Sketchnote by [Nitya Narasimhan](https://github.com/nitya). Click the image for a larger version.
--- a/1-getting-started/lessons/1-introduction-to-iot/translations/README.ar.md
+++ b/1-getting-started/lessons/1-introduction-to-iot/translations/README.ar.md
@ -1,6 +1,6 @@
 #  <div dir="rtl"> مقدمة لإنترنت الأشياء </div>
-![A sketchnote overview of this lesson](../../../../sketchnotes/lesson-1.png)
+![A sketchnote overview of this lesson](../../../../sketchnotes/lesson-1.jpg)
 >  <div dir="rtl"> خريطة من <a href="https://github.com/nitya">Nitya Narasimhan</a>  </div>
 > <div dir="rtl"> اضغط على الصورة لتكبيرها </div>
--- a/1-getting-started/lessons/1-introduction-to-iot/translations/README.bn.md
+++ b/1-getting-started/lessons/1-introduction-to-iot/translations/README.bn.md
@ -1,6 +1,6 @@
 # IoT পরিচিতি 
-![A sketchnote overview of this lesson](../../../../sketchnotes/lesson-1.png)
+![A sketchnote overview of this lesson](../../../../sketchnotes/lesson-1.jpg)
 > Nitya Narasimhan  তৈরী করছেন এই স্কেচনোটটি । এটির বড় সংস্করণ দেখতে  চাইলে ছবিটির উপর ক্লিক করুন । 
--- a/1-getting-started/lessons/1-introduction-to-iot/translations/README.hi.md
+++ b/1-getting-started/lessons/1-introduction-to-iot/translations/README.hi.md
@ -1,6 +1,6 @@
 # इंटरनेट ऑफ थिंग्स (IoT )का परिचय
-![इस पाठ का एक संक्षिप्त विवरण](../../../../sketchnotes/lesson-1.png)
+![इस पाठ का एक संक्षिप्त विवरण](../../../../sketchnotes/lesson-1.jpg)
 > [Nitya Narasimhan](https://github.com/nitya) द्वारा स्केचनोट. Click the image for a larger version.
--- 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
@ -1,6 +1,6 @@
 # Pengenalan IoT
-![Ikhtisar catatan sketsa dari pelajaran ini](../../../../sketchnotes/lesson-1.png)
+![Ikhtisar catatan sketsa dari pelajaran ini](../../../../sketchnotes/lesson-1.jpg)
 > Sketsa dibuat oleh [Nitya Narasimhan](https://github.com/nitya). Klik gambar untuk versi yang lebih besar.
--- a/1-getting-started/lessons/1-introduction-to-iot/translations/README.zh.md
+++ b/1-getting-started/lessons/1-introduction-to-iot/translations/README.zh.md
@ -1,6 +1,6 @@
 # 物联网（IoT）简介
-![这个课程概述的涂鸦笔记（sketchnote）](../../../sketchnotes/lesson-1.png)
+![这个课程概述的涂鸦笔记（sketchnote）](../../../../sketchnotes/lesson-1.jpg)
 > Sketchnote by [Nitya Narasimhan](https://github.com/nitya). 如果你想看比较大的图片，请点击它。
--- a/1-getting-started/lessons/2-deeper-dive/README.md
+++ b/1-getting-started/lessons/2-deeper-dive/README.md
@ -1,6 +1,6 @@
 # A deeper dive into IoT
-![A sketchnote overview of this lesson](../../../sketchnotes/lesson-2.png)
+![A sketchnote overview of this lesson](../../../sketchnotes/lesson-2.jpg)
 > Sketchnote by [Nitya Narasimhan](https://github.com/nitya). Click the image for a larger version.
--- a/1-getting-started/lessons/2-deeper-dive/translations/README.ar.md
+++ b/1-getting-started/lessons/2-deeper-dive/translations/README.ar.md
@ -1,6 +1,6 @@
 # <div dir="rtl">التعمق أكثر بإنترنت الأشياء</div>
-![A sketchnote overview of this lesson](../../../../sketchnotes/lesson-2.png)
+![A sketchnote overview of this lesson](../../../../sketchnotes/lesson-2.jpg)
 >  <div dir="rtl"> خريطة من <a href="https://github.com/nitya">Nitya Narasimhan</a>  </div>
 > <div dir="rtl"> اضغط على الصورة لتكبيرها </div>
--- a/1-getting-started/lessons/3-sensors-and-actuators/README.md
+++ b/1-getting-started/lessons/3-sensors-and-actuators/README.md
@ -1,6 +1,6 @@
 # Interact with the physical world with sensors and actuators
-![A sketchnote overview of this lesson](../../../sketchnotes/lesson-3.png)
+![A sketchnote overview of this lesson](../../../sketchnotes/lesson-3.jpg)
 > Sketchnote by [Nitya Narasimhan](https://github.com/nitya). Click the image for a larger version.
--- a/1-getting-started/lessons/4-connect-internet/README.md
+++ b/1-getting-started/lessons/4-connect-internet/README.md
@ -1,6 +1,6 @@
 # Connect your device to the Internet
-![A sketchnote overview of this lesson](../../../sketchnotes/lesson-4.png)
+![A sketchnote overview of this lesson](../../../sketchnotes/lesson-4.jpg)
 > Sketchnote by [Nitya Narasimhan](https://github.com/nitya). Click the image for a larger version.
--- a/2-farm/lessons/1-predict-plant-growth/README.md
+++ b/2-farm/lessons/1-predict-plant-growth/README.md
@ -1,6 +1,6 @@
 # Predict plant growth with IoT
-![A sketchnote overview of this lesson](../../../sketchnotes/lesson-5.png)
+![A sketchnote overview of this lesson](../../../sketchnotes/lesson-5.jpg)
 > Sketchnote by [Nitya Narasimhan](https://github.com/nitya). Click the image for a larger version.
--- a/2-farm/lessons/1-predict-plant-growth/translations/README.bn.md
+++ b/2-farm/lessons/1-predict-plant-growth/translations/README.bn.md
@ -1,6 +1,6 @@
 # আইওটি দ্বারা উদ্ভিদ বৃদ্ধির পূর্বাভাস
-![A sketchnote overview of this lesson](../../../../sketchnotes/lesson-5.png)
+![A sketchnote overview of this lesson](../../../../sketchnotes/lesson-5.jpg)
 > স্কেচনোটটি তৈরী করেছেন [Nitya Narasimhan](https://github.com/nitya). বড় সংস্করণে দেখার জন্য ছবিটিতে ক্লিক করতে হবে।
--- a/2-farm/lessons/2-detect-soil-moisture/README.md
+++ b/2-farm/lessons/2-detect-soil-moisture/README.md
@ -1,6 +1,6 @@
 # Detect soil moisture
-![A sketchnote overview of this lesson](../../../sketchnotes/lesson-6.png)
+![A sketchnote overview of this lesson](../../../sketchnotes/lesson-6.jpg)
 > Sketchnote by [Nitya Narasimhan](https://github.com/nitya). Click the image for a larger version.
--- a/2-farm/lessons/3-automated-plant-watering/README.md
+++ b/2-farm/lessons/3-automated-plant-watering/README.md
@ -1,6 +1,6 @@
 # Automated plant watering
-![A sketchnote overview of this lesson](../../../sketchnotes/lesson-7.png)
+![A sketchnote overview of this lesson](../../../sketchnotes/lesson-7.jpg)
 > Sketchnote by [Nitya Narasimhan](https://github.com/nitya). Click the image for a larger version.
--- a/2-farm/lessons/4-migrate-your-plant-to-the-cloud/README.md
+++ b/2-farm/lessons/4-migrate-your-plant-to-the-cloud/README.md
@ -1,6 +1,6 @@
 # Migrate your plant to the cloud
-![A sketchnote overview of this lesson](../../../sketchnotes/lesson-8.png)
+![A sketchnote overview of this lesson](../../../sketchnotes/lesson-8.jpg)
 > Sketchnote by [Nitya Narasimhan](https://github.com/nitya). Click the image for a larger version.
--- a/2-farm/lessons/5-migrate-application-to-the-cloud/README.md
+++ b/2-farm/lessons/5-migrate-application-to-the-cloud/README.md
@ -1,6 +1,6 @@
 # Migrate your application logic to the cloud
-![A sketchnote overview of this lesson](../../../sketchnotes/lesson-9.png)
+![A sketchnote overview of this lesson](../../../sketchnotes/lesson-9.jpg)
 > Sketchnote by [Nitya Narasimhan](https://github.com/nitya). Click the image for a larger version.
--- a/2-farm/lessons/6-keep-your-plant-secure/README.md
+++ b/2-farm/lessons/6-keep-your-plant-secure/README.md
@ -1,6 +1,6 @@
 # Keep your plant secure
-![A sketchnote overview of this lesson](../../../sketchnotes/lesson-10.png)
+![A sketchnote overview of this lesson](../../../sketchnotes/lesson-10.jpg)
 > Sketchnote by [Nitya Narasimhan](https://github.com/nitya). Click the image for a larger version.
--- a/3-transport/lessons/1-location-tracking/README.md
+++ b/3-transport/lessons/1-location-tracking/README.md
@ -1,6 +1,6 @@
 # Location tracking
-![A sketchnote overview of this lesson](../../../sketchnotes/lesson-11.png)
+![A sketchnote overview of this lesson](../../../sketchnotes/lesson-11.jpg)
 > Sketchnote by [Nitya Narasimhan](https://github.com/nitya). Click the image for a larger version.
--- a/3-transport/lessons/2-store-location-data/README.md
+++ b/3-transport/lessons/2-store-location-data/README.md
@ -1,6 +1,6 @@
 # Store location data
-![A sketchnote overview of this lesson](../../../sketchnotes/lesson-12.png)
+![A sketchnote overview of this lesson](../../../sketchnotes/lesson-12.jpg)
 > Sketchnote by [Nitya Narasimhan](https://github.com/nitya). Click the image for a larger version.
--- a/3-transport/lessons/3-visualize-location-data/README.md
+++ b/3-transport/lessons/3-visualize-location-data/README.md
@ -1,6 +1,6 @@
 # Visualize location data
-![A sketchnote overview of this lesson](../../../sketchnotes/lesson-13.png)
+![A sketchnote overview of this lesson](../../../sketchnotes/lesson-13.jpg)
 > Sketchnote by [Nitya Narasimhan](https://github.com/nitya). Click the image for a larger version.
--- a/3-transport/lessons/4-geofences/README.md
+++ b/3-transport/lessons/4-geofences/README.md
@ -1,6 +1,6 @@
 # Geofences
-![A sketchnote overview of this lesson](../../../sketchnotes/lesson-14.png)
+![A sketchnote overview of this lesson](../../../sketchnotes/lesson-14.jpg)
 > Sketchnote by [Nitya Narasimhan](https://github.com/nitya). Click the image for a larger version.
--- a/4-manufacturing/lessons/1-train-fruit-detector/README.md
+++ b/4-manufacturing/lessons/1-train-fruit-detector/README.md
@ -1,6 +1,6 @@
 # Train a fruit quality detector
-![A sketchnote overview of this lesson](../../../sketchnotes/lesson-15.png)
+![A sketchnote overview of this lesson](../../../sketchnotes/lesson-15.jpg)
 > Sketchnote by [Nitya Narasimhan](https://github.com/nitya). Click the image for a larger version.
--- a/4-manufacturing/lessons/2-check-fruit-from-device/README.md
+++ b/4-manufacturing/lessons/2-check-fruit-from-device/README.md
@ -1,6 +1,6 @@
 # Check fruit quality from an IoT device
-![A sketchnote overview of this lesson](../../../sketchnotes/lesson-16.png)
+![A sketchnote overview of this lesson](../../../sketchnotes/lesson-16.jpg)
 > Sketchnote by [Nitya Narasimhan](https://github.com/nitya). Click the image for a larger version.
--- a/4-manufacturing/lessons/3-run-fruit-detector-edge/README.md
+++ b/4-manufacturing/lessons/3-run-fruit-detector-edge/README.md
@ -1,6 +1,6 @@
 # Run your fruit detector on the edge
-![A sketchnote overview of this lesson](../../../sketchnotes/lesson-17.png)
+![A sketchnote overview of this lesson](../../../sketchnotes/lesson-17.jpg)
 > Sketchnote by [Nitya Narasimhan](https://github.com/nitya). Click the image for a larger version.
--- a/4-manufacturing/lessons/4-trigger-fruit-detector/README.md
+++ b/4-manufacturing/lessons/4-trigger-fruit-detector/README.md
@ -1,6 +1,6 @@
 # Trigger fruit quality detection from a sensor
-![A sketchnote overview of this lesson](../../../sketchnotes/lesson-18.png)
+![A sketchnote overview of this lesson](../../../sketchnotes/lesson-18.jpg)
 > Sketchnote by [Nitya Narasimhan](https://github.com/nitya). Click the image for a larger version.
--- a/5-retail/lessons/1-train-stock-detector/README.md
+++ b/5-retail/lessons/1-train-stock-detector/README.md
@ -1,6 +1,6 @@
 # Train a stock detector
-![A sketchnote overview of this lesson](../../../sketchnotes/lesson-19.png)
+![A sketchnote overview of this lesson](../../../sketchnotes/lesson-19.jpg)
 > Sketchnote by [Nitya Narasimhan](https://github.com/nitya). Click the image for a larger version.
--- a/5-retail/lessons/2-check-stock-device/README.md
+++ b/5-retail/lessons/2-check-stock-device/README.md
@ -1,6 +1,6 @@
 # Check stock from an IoT device
-![A sketchnote overview of this lesson](../../../sketchnotes/lesson-20.png)
+![A sketchnote overview of this lesson](../../../sketchnotes/lesson-20.jpg)
 > Sketchnote by [Nitya Narasimhan](https://github.com/nitya). Click the image for a larger version.
--- a/6-consumer/lessons/1-speech-recognition/README.md
+++ b/6-consumer/lessons/1-speech-recognition/README.md
@ -1,6 +1,6 @@
 # Recognize speech with an IoT device
-![A sketchnote overview of this lesson](../../../sketchnotes/lesson-21.png)
+![A sketchnote overview of this lesson](../../../sketchnotes/lesson-21.jpg)
 > Sketchnote by [Nitya Narasimhan](https://github.com/nitya). Click the image for a larger version.
--- a/6-consumer/lessons/2-language-understanding/README.md
+++ b/6-consumer/lessons/2-language-understanding/README.md
@ -1,6 +1,6 @@
 # Understand language
-![A sketchnote overview of this lesson](../../../sketchnotes/lesson-22.png)
+![A sketchnote overview of this lesson](../../../sketchnotes/lesson-22.jpg)
 > Sketchnote by [Nitya Narasimhan](https://github.com/nitya). Click the image for a larger version.
--- a/6-consumer/lessons/3-spoken-feedback/README.md
+++ b/6-consumer/lessons/3-spoken-feedback/README.md
@ -1,6 +1,6 @@
 # Set a timer and provide spoken feedback
-![A sketchnote overview of this lesson](../../../sketchnotes/lesson-23.png)
+![A sketchnote overview of this lesson](../../../sketchnotes/lesson-23.jpg)
 > Sketchnote by [Nitya Narasimhan](https://github.com/nitya). Click the image for a larger version.
--- a/6-consumer/lessons/4-multiple-language-support/README.md
+++ b/6-consumer/lessons/4-multiple-language-support/README.md
@ -1,6 +1,6 @@
 # Support multiple languages
-![A sketchnote overview of this lesson](../../../sketchnotes/lesson-24.png)
+![A sketchnote overview of this lesson](../../../sketchnotes/lesson-24.jpg)
 > Sketchnote by [Nitya Narasimhan](https://github.com/nitya). Click the image for a larger version.
--- a/README.md
+++ b/README.md
@ -14,7 +14,7 @@ Azure Cloud Advocates at Microsoft are pleased to offer a 12-week, 24-lesson cur
 The projects cover the journey of food from farm to table. This includes farming, logistics, manufacturing, retail and consumer - all popular industry areas for IoT devices.
-![A road map for the course showing 24 lessons covering intro, farming, transport, processing, retail and cooking](sketchnotes/Roadmap.png)
+![A road map for the course showing 24 lessons covering intro, farming, transport, processing, retail and cooking](sketchnotes/Roadmap.jpg)
 > Sketchnote by [Nitya Narasimhan](https://github.com/nitya). Click the image for a larger version.
--- a/sketchnotes/Roadmap.jpg
+++ b/sketchnotes/Roadmap.jpg
--- a/sketchnotes/Roadmap.png
+++ b/sketchnotes/Roadmap.png
--- a/sketchnotes/lesson-1.jpg
+++ b/sketchnotes/lesson-1.jpg
--- a/sketchnotes/lesson-1.png
+++ b/sketchnotes/lesson-1.png
--- a/sketchnotes/lesson-10.jpg
+++ b/sketchnotes/lesson-10.jpg
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+++ b/sketchnotes/lesson-10.png
--- a/sketchnotes/lesson-11.jpg
+++ b/sketchnotes/lesson-11.jpg
--- a/sketchnotes/lesson-11.png
+++ b/sketchnotes/lesson-11.png
--- a/sketchnotes/lesson-12.jpg
+++ b/sketchnotes/lesson-12.jpg
--- a/sketchnotes/lesson-12.png
+++ b/sketchnotes/lesson-12.png
--- a/sketchnotes/lesson-13.jpg
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--- a/sketchnotes/lesson-14.jpg
+++ b/sketchnotes/lesson-14.jpg
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+++ b/sketchnotes/lesson-14.png
--- a/sketchnotes/lesson-15.jpg
+++ b/sketchnotes/lesson-15.jpg
--- a/sketchnotes/lesson-15.png
+++ b/sketchnotes/lesson-15.png
--- a/sketchnotes/lesson-16.jpg
+++ b/sketchnotes/lesson-16.jpg
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+++ b/sketchnotes/lesson-18.png
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+++ b/sketchnotes/lesson-19.jpg
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--- a/sketchnotes/lesson-2.jpg
+++ b/sketchnotes/lesson-2.jpg
--- a/sketchnotes/lesson-2.png
+++ b/sketchnotes/lesson-2.png
--- a/sketchnotes/lesson-20.jpg
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--- a/sketchnotes/lesson-24.jpg
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--- a/sketchnotes/lesson-3.jpg
+++ b/sketchnotes/lesson-3.jpg
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--- a/sketchnotes/lesson-4.jpg
+++ b/sketchnotes/lesson-4.jpg
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--- a/sketchnotes/lesson-5.jpg
+++ b/sketchnotes/lesson-5.jpg
--- a/sketchnotes/lesson-5.png
+++ b/sketchnotes/lesson-5.png
--- a/sketchnotes/lesson-6.jpg
+++ b/sketchnotes/lesson-6.jpg
--- a/sketchnotes/lesson-6.png
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--- a/sketchnotes/lesson-7.jpg
+++ b/sketchnotes/lesson-7.jpg
--- a/sketchnotes/lesson-7.png
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--- a/sketchnotes/lesson-8.jpg
+++ b/sketchnotes/lesson-8.jpg
--- a/sketchnotes/lesson-8.png
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--- a/sketchnotes/lesson-9.jpg
+++ b/sketchnotes/lesson-9.jpg
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+++ b/sketchnotes/lesson-9.png