Merge pull request dipanjanS#13 from habi/link-fix

Fixed asset links in all notebook READMEs

Author: raghavbali

notebooks/Ch01_Machine_Learning_Basics/README.md

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-<p align="right"><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python#contents"><img height="50px" src="https://media.githubusercontent.com/media/dipanjanS/practical-machine-learning-with-python/master/media/assets/home_page.png" /></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks#chapter-1-machine-learning-basics"><img height="50px" src="https://media.githubusercontent.com/media/dipanjanS/practical-machine-learning-with-python/master/media/assets/contents_page.jpg" /></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks/Ch02_The_Python_ML_Ecosystem#chapter-2-the-python-machine-learning-ecosystem"><img height="50px" src="https://media.githubusercontent.com/media/dipanjanS/practical-machine-learning-with-python/master/media/assets/next_page.png" /></a></p>
+<p align="right"><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python#contents"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/home_page.png" /></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks#chapter-1-machine-learning-basics"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/contents_page.jpg" /></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks/Ch02_The_Python_ML_Ecosystem#chapter-2-the-python-machine-learning-ecosystem"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/next_page.png" /></a></p>
 
 # Chapter 1: Machine Learning Basics
 

notebooks/Ch02_The_Python_ML_Ecosystem/README.md

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-<p align="right"><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python#contents"><img height="50px" src="https://media.githubusercontent.com/media/dipanjanS/practical-machine-learning-with-python/master/media/assets/home_page.png" /></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks#chapter-2-the-python-machine-learning-ecosystem"><img height="50px" src="https://media.githubusercontent.com/media/dipanjanS/practical-machine-learning-with-python/master/media/assets/contents_page.jpg" /></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks/Ch01_Machine_Learning_Basics#chapter-1-machine-learning-basics"><img height="50px" src="https://media.githubusercontent.com/media/dipanjanS/practical-machine-learning-with-python/master/media/assets/back_page.png" /></a></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks/Ch03_Processing_Wrangling_and_Visualizing_Data#chapter-3-processing-wrangling-and-visualizing-data"><img height="50px" src="https://media.githubusercontent.com/media/dipanjanS/practical-machine-learning-with-python/master/media/assets/next_page.png" /></a></p>
+<p align="right"><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python#contents"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/home_page.png" /></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks#chapter-2-the-python-machine-learning-ecosystem"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/contents_page.jpg" /></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks/Ch01_Machine_Learning_Basics#chapter-1-machine-learning-basics"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/back_page.png" /></a></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks/Ch03_Processing_Wrangling_and_Visualizing_Data#chapter-3-processing-wrangling-and-visualizing-data"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/next_page.png" /></a></p>
 
 # Chapter 2: The Python Machine Learning Ecosystem
 

notebooks/Ch03_Processing_Wrangling_and_Visualizing_Data/README.md

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-<p align="right"><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python#contents"><img height="50px" src="https://media.githubusercontent.com/media/dipanjanS/practical-machine-learning-with-python/master/media/assets/home_page.png" /></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks#chapter-3-processing-wrangling-and-visualizing-data"><img height="50px" src="https://media.githubusercontent.com/media/dipanjanS/practical-machine-learning-with-python/master/media/assets/contents_page.jpg" /></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks/Ch02_The_Python_ML_Ecosystem#chapter-2-the-python-machine-learning-ecosystem"><img height="50px" src="https://media.githubusercontent.com/media/dipanjanS/practical-machine-learning-with-python/master/media/assets/back_page.png" /></a></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks/Ch04_Feature_Engineering_and_Selection#chapter-4-feature-engineering-and-selection"><img height="50px" src="https://media.githubusercontent.com/media/dipanjanS/practical-machine-learning-with-python/master/media/assets/next_page.png" /></a></p>
+<p align="right"><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python#contents"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/home_page.png" /></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks#chapter-3-processing-wrangling-and-visualizing-data"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/contents_page.jpg" /></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks/Ch02_The_Python_ML_Ecosystem#chapter-2-the-python-machine-learning-ecosystem"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/back_page.png" /></a></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks/Ch04_Feature_Engineering_and_Selection#chapter-4-feature-engineering-and-selection"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/next_page.png" /></a></p>
 
 # Chapter 3: Processing, Wrangling and Visualizing Data
 

notebooks/Ch04_Feature_Engineering_and_Selection/README.md

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-<p align="right"><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python#contents"><img height="50px" src="https://media.githubusercontent.com/media/dipanjanS/practical-machine-learning-with-python/master/media/assets/home_page.png" /></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks#chapter-4-feature-engineering-and-selection"><img height="50px" src="https://media.githubusercontent.com/media/dipanjanS/practical-machine-learning-with-python/master/media/assets/contents_page.jpg" /></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks/Ch03_Processing_Wrangling_and_Visualizing_Data#chapter-3-processing-wrangling-and-visualizing-data"><img height="50px" src="https://media.githubusercontent.com/media/dipanjanS/practical-machine-learning-with-python/master/media/assets/back_page.png" /></a></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks/Ch05_Building_Tuning_and_Deploying_Models#chapter-5-building-tuning-and-deploying-models"><img height="50px" src="https://media.githubusercontent.com/media/dipanjanS/practical-machine-learning-with-python/master/media/assets/next_page.png" /></a></p>
+<p align="right"><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python#contents"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/home_page.png" /></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks#chapter-4-feature-engineering-and-selection"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/contents_page.jpg" /></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks/Ch03_Processing_Wrangling_and_Visualizing_Data#chapter-3-processing-wrangling-and-visualizing-data"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/back_page.png" /></a></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks/Ch05_Building_Tuning_and_Deploying_Models#chapter-5-building-tuning-and-deploying-models"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/next_page.png" /></a></p>
 
 # Chapter 4: Feature Engineering and Selection
 Upcoming book on machine learning. Will be released in Q4, 2017. Watch this space for updates!

notebooks/Ch05_Building_Tuning_and_Deploying_Models/README.md

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-<p align="right"><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python#contents"><img height="50px" src="https://media.githubusercontent.com/media/dipanjanS/practical-machine-learning-with-python/master/media/assets/home_page.png" /></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks#chapter-5-building-tuning-and-deploying-models"><img height="50px" src="https://media.githubusercontent.com/media/dipanjanS/practical-machine-learning-with-python/master/media/assets/contents_page.jpg" /></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks/Ch04_Feature_Engineering_and_Selection#chapter-4-feature-engineering-and-selection"><img height="50px" src="https://media.githubusercontent.com/media/dipanjanS/practical-machine-learning-with-python/master/media/assets/back_page.png" /></a></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks/Ch06_Analyzing_Bike_Sharing_Trends#chapter-6-analyzing-bike-sharing-trends"><img height="50px" src="https://media.githubusercontent.com/media/dipanjanS/practical-machine-learning-with-python/master/media/assets/next_page.png" /></a></p>
+<p align="right"><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python#contents"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/home_page.png" /></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks#chapter-5-building-tuning-and-deploying-models"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/contents_page.jpg" /></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks/Ch04_Feature_Engineering_and_Selection#chapter-4-feature-engineering-and-selection"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/back_page.png" /></a></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks/Ch06_Analyzing_Bike_Sharing_Trends#chapter-6-analyzing-bike-sharing-trends"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/next_page.png" /></a></p>
 
 # Chapter 5: Building, Tuning and Deploying Models
 Upcoming book on machine learning. Will be released in Q4, 2017. Watch this space for updates!

notebooks/Ch06_Analyzing_Bike_Sharing_Trends/README.md

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-<p align="right"><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python#contents"><img height="50px" src="https://media.githubusercontent.com/media/dipanjanS/practical-machine-learning-with-python/master/media/assets/home_page.png" /></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks#chapter-6-analyzing-bike-sharing-trends"><img height="50px" src="https://media.githubusercontent.com/media/dipanjanS/practical-machine-learning-with-python/master/media/assets/contents_page.jpg" /></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks/Ch05_Building_Tuning_and_Deploying_Models#chapter-5-building-tuning-and-deploying-models"><img height="50px" src="https://media.githubusercontent.com/media/dipanjanS/practical-machine-learning-with-python/master/media/assets/back_page.png" /></a></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks/Ch07_Analyzing_Movie_Reviews_Sentiment#chapter-7-analyzing-movie-reviews-sentiment"><img height="50px" src="https://media.githubusercontent.com/media/dipanjanS/practical-machine-learning-with-python/master/media/assets/next_page.png" /></a></p>
+<p align="right"><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python#contents"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/home_page.png" /></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks#chapter-6-analyzing-bike-sharing-trends"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/contents_page.jpg" /></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks/Ch05_Building_Tuning_and_Deploying_Models#chapter-5-building-tuning-and-deploying-models"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/back_page.png" /></a></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks/Ch07_Analyzing_Movie_Reviews_Sentiment#chapter-7-analyzing-movie-reviews-sentiment"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/next_page.png" /></a></p>
 
 # Chapter 6: Analyzing Bike Sharing Trends
 Upcoming book on machine learning. Will be released in Q4, 2017. Watch this space for updates!

notebooks/Ch07_Analyzing_Movie_Reviews_Sentiment/README.md

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-<p align="right"><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python#contents"><img height="50px" src="https://media.githubusercontent.com/media/dipanjanS/practical-machine-learning-with-python/master/media/assets/home_page.png" /></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks#chapter-7-analyzing-movie-reviews-sentiment"><img height="50px" src="https://media.githubusercontent.com/media/dipanjanS/practical-machine-learning-with-python/master/media/assets/contents_page.jpg" /></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks/Ch06_Analyzing_Bike_Sharing_Trends#chapter-6-analyzing-bike-sharing-trends"><img height="50px" src="https://media.githubusercontent.com/media/dipanjanS/practical-machine-learning-with-python/master/media/assets/back_page.png" /></a></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks/Ch08_Customer_Segmentation_and_Effective_Cross_Selling#chapter-8-customer-segmentation-and-effective-cross-selling"><img height="50px" src="https://media.githubusercontent.com/media/dipanjanS/practical-machine-learning-with-python/master/media/assets/next_page.png" /></a></p>
+<p align="right"><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python#contents"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/home_page.png" /></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks#chapter-7-analyzing-movie-reviews-sentiment"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/contents_page.jpg" /></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks/Ch06_Analyzing_Bike_Sharing_Trends#chapter-6-analyzing-bike-sharing-trends"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/back_page.png" /></a></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks/Ch08_Customer_Segmentation_and_Effective_Cross_Selling#chapter-8-customer-segmentation-and-effective-cross-selling"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/next_page.png" /></a></p>
 
 # Chapter 7: Analyzing Movie Reviews Sentiment
 Upcoming book on machine learning. Will be released in Q4, 2017. Watch this space for updates!