From 9fbe4428aa2ccb1e92d21dae5de46414c2e9dab7 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?David=20Haberth=C3=BCr?= <email@davidhaberthuer.ch>
Date: Wed, 9 Jan 2019 12:07:46 +0100
Subject: [PATCH 1/2] Fixed asset links in all notebook READMEs

---
 notebooks/Ch01_Machine_Learning_Basics/README.md                | 2 +-
 notebooks/Ch02_The_Python_ML_Ecosystem/README.md                | 2 +-
 .../Ch03_Processing_Wrangling_and_Visualizing_Data/README.md    | 2 +-
 notebooks/Ch04_Feature_Engineering_and_Selection/README.md      | 2 +-
 notebooks/Ch05_Building_Tuning_and_Deploying_Models/README.md   | 2 +-
 notebooks/Ch06_Analyzing_Bike_Sharing_Trends/README.md          | 2 +-
 notebooks/Ch07_Analyzing_Movie_Reviews_Sentiment/README.md      | 2 +-
 .../README.md                                                   | 2 +-
 notebooks/Ch09_Analyzing_Wine_Types_and_Quality/README.md       | 2 +-
 .../Ch10_Analyzing_Music_Trends_and_Recommendations/README.md   | 2 +-
 notebooks/Ch11_Forecasting_Stock_and_Commodity_Prices/README.md | 2 +-
 notebooks/Ch12_Deep_Learning_for_Computer_Vision/README.md      | 2 +-
 notebooks/README.md                                             | 2 +-
 13 files changed, 13 insertions(+), 13 deletions(-)

diff --git a/notebooks/Ch01_Machine_Learning_Basics/README.md b/notebooks/Ch01_Machine_Learning_Basics/README.md
index cd4b86f..634dffc 100644
--- a/notebooks/Ch01_Machine_Learning_Basics/README.md
+++ b/notebooks/Ch01_Machine_Learning_Basics/README.md
@@ -1,4 +1,4 @@
-<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
 
diff --git a/notebooks/Ch02_The_Python_ML_Ecosystem/README.md b/notebooks/Ch02_The_Python_ML_Ecosystem/README.md
index 22891d2..e44f69f 100644
--- a/notebooks/Ch02_The_Python_ML_Ecosystem/README.md
+++ b/notebooks/Ch02_The_Python_ML_Ecosystem/README.md
@@ -1,4 +1,4 @@
-<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
 
diff --git a/notebooks/Ch03_Processing_Wrangling_and_Visualizing_Data/README.md b/notebooks/Ch03_Processing_Wrangling_and_Visualizing_Data/README.md
index 6875dd0..fffee89 100644
--- a/notebooks/Ch03_Processing_Wrangling_and_Visualizing_Data/README.md
+++ b/notebooks/Ch03_Processing_Wrangling_and_Visualizing_Data/README.md
@@ -1,4 +1,4 @@
-<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
 
diff --git a/notebooks/Ch04_Feature_Engineering_and_Selection/README.md b/notebooks/Ch04_Feature_Engineering_and_Selection/README.md
index 6ee5857..88e6450 100644
--- a/notebooks/Ch04_Feature_Engineering_and_Selection/README.md
+++ b/notebooks/Ch04_Feature_Engineering_and_Selection/README.md
@@ -1,4 +1,4 @@
-<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!
diff --git a/notebooks/Ch05_Building_Tuning_and_Deploying_Models/README.md b/notebooks/Ch05_Building_Tuning_and_Deploying_Models/README.md
index 09b8b42..f33f83e 100644
--- a/notebooks/Ch05_Building_Tuning_and_Deploying_Models/README.md
+++ b/notebooks/Ch05_Building_Tuning_and_Deploying_Models/README.md
@@ -1,4 +1,4 @@
-<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!
diff --git a/notebooks/Ch06_Analyzing_Bike_Sharing_Trends/README.md b/notebooks/Ch06_Analyzing_Bike_Sharing_Trends/README.md
index 509e4e5..22af4bf 100644
--- a/notebooks/Ch06_Analyzing_Bike_Sharing_Trends/README.md
+++ b/notebooks/Ch06_Analyzing_Bike_Sharing_Trends/README.md
@@ -1,4 +1,4 @@
-<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!
diff --git a/notebooks/Ch07_Analyzing_Movie_Reviews_Sentiment/README.md b/notebooks/Ch07_Analyzing_Movie_Reviews_Sentiment/README.md
index eccd6e4..529ccfe 100644
--- a/notebooks/Ch07_Analyzing_Movie_Reviews_Sentiment/README.md
+++ b/notebooks/Ch07_Analyzing_Movie_Reviews_Sentiment/README.md
@@ -1,4 +1,4 @@
-<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!
diff --git a/notebooks/Ch08_Customer_Segmentation_and_Effective_Cross_Selling/README.md b/notebooks/Ch08_Customer_Segmentation_and_Effective_Cross_Selling/README.md
index 459d1ac..5d328e5 100644
--- a/notebooks/Ch08_Customer_Segmentation_and_Effective_Cross_Selling/README.md
+++ b/notebooks/Ch08_Customer_Segmentation_and_Effective_Cross_Selling/README.md
@@ -1,4 +1,4 @@
-<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-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/contents_page.jpg" /></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/back_page.png" /></a></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks/Ch09_Analyzing_Wine_Types_and_Quality#chapter-9-analyzing-wine-types-and-quality"><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-8-customer-segmentation-and-effective-cross-selling"><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/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/back_page.png" /></a></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks/Ch09_Analyzing_Wine_Types_and_Quality#chapter-9-analyzing-wine-types-and-quality"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/next_page.png" /></a></p>
 
 # Chapter 8: Customer Segmentation and Effective Cross Selling
 Upcoming book on machine learning. Will be released in Q4, 2017. Watch this space for updates!
diff --git a/notebooks/Ch09_Analyzing_Wine_Types_and_Quality/README.md b/notebooks/Ch09_Analyzing_Wine_Types_and_Quality/README.md
index 4c73fe9..40f9d2a 100644
--- a/notebooks/Ch09_Analyzing_Wine_Types_and_Quality/README.md
+++ b/notebooks/Ch09_Analyzing_Wine_Types_and_Quality/README.md
@@ -1,4 +1,4 @@
-<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-9-analyzing-wine-types-and-quality"><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/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/back_page.png" /></a></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks/Ch10_Analyzing_Music_Trends_and_Recommendations#chapter-10-analyzing-music-trends-and-recommendations"><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-9-analyzing-wine-types-and-quality"><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/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/back_page.png" /></a></a><a target="_blank" href="https://github.com/dipanjanS/practical-machine-learning-with-python/tree/master/notebooks/Ch10_Analyzing_Music_Trends_and_Recommendations#chapter-10-analyzing-music-trends-and-recommendations"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/next_page.png" /></a></p>
 
 # Chapter 9: Analyzing Wine Types and Quality
 Upcoming book on machine learning. Will be released in Q4, 2017. Watch this space for updates!
diff --git a/notebooks/Ch10_Analyzing_Music_Trends_and_Recommendations/README.md b/notebooks/Ch10_Analyzing_Music_Trends_and_Recommendations/README.md
index 4232a9f..e6e27f0 100644
--- a/notebooks/Ch10_Analyzing_Music_Trends_and_Recommendations/README.md
+++ b/notebooks/Ch10_Analyzing_Music_Trends_and_Recommendations/README.md
@@ -1,4 +1,4 @@
-<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-10-analyzing-music-trends-and-recommendations"><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/Ch09_Analyzing_Wine_Types_and_Quality#chapter-9-analyzing-wine-types-and-quality"><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/Ch11_Forecasting_Stock_and_Commodity_Prices#chapter-11-forecasting-stock-and-commodity-prices"><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-10-analyzing-music-trends-and-recommendations"><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/Ch09_Analyzing_Wine_Types_and_Quality#chapter-9-analyzing-wine-types-and-quality"><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/Ch11_Forecasting_Stock_and_Commodity_Prices#chapter-11-forecasting-stock-and-commodity-prices"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/next_page.png" /></a></p>
 
 # Chapter 10: Analyzing Music Trends and Recommendations
 Upcoming book on machine learning. Will be released in Q4, 2017. Watch this space for updates!
diff --git a/notebooks/Ch11_Forecasting_Stock_and_Commodity_Prices/README.md b/notebooks/Ch11_Forecasting_Stock_and_Commodity_Prices/README.md
index 0c9bbc7..0c2e6a2 100644
--- a/notebooks/Ch11_Forecasting_Stock_and_Commodity_Prices/README.md
+++ b/notebooks/Ch11_Forecasting_Stock_and_Commodity_Prices/README.md
@@ -1,4 +1,4 @@
-<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-11-forecasting-stock-and-commodity-prices"><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/Ch10_Analyzing_Music_Trends_and_Recommendations#chapter-10-analyzing-music-trends-and-recommendations"><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/Ch12_Deep_Learning_for_Computer_Vision#chapter-12-deep-learning-for-computer-vision"><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-11-forecasting-stock-and-commodity-prices"><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/Ch10_Analyzing_Music_Trends_and_Recommendations#chapter-10-analyzing-music-trends-and-recommendations"><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/Ch12_Deep_Learning_for_Computer_Vision#chapter-12-deep-learning-for-computer-vision"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/next_page.png" /></a></p>
 
 # Chapter 11: Forecasting Stock and Commodity Prices
 Upcoming book on machine learning. Will be released in Q4, 2017. Watch this space for updates!
diff --git a/notebooks/Ch12_Deep_Learning_for_Computer_Vision/README.md b/notebooks/Ch12_Deep_Learning_for_Computer_Vision/README.md
index fbff844..8c165ca 100644
--- a/notebooks/Ch12_Deep_Learning_for_Computer_Vision/README.md
+++ b/notebooks/Ch12_Deep_Learning_for_Computer_Vision/README.md
@@ -1,4 +1,4 @@
-<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-12-deep-learning-for-computer-vision"><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/Ch11_Forecasting_Stock_and_Commodity_Prices#chapter-11-forecasting-stock-and-commodity-prices"><img height="50px" src="https://media.githubusercontent.com/media/dipanjanS/practical-machine-learning-with-python/master/media/assets/back_page.png" /></a></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-12-deep-learning-for-computer-vision"><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/Ch11_Forecasting_Stock_and_Commodity_Prices#chapter-11-forecasting-stock-and-commodity-prices"><img height="50px" src="https://raw.githubusercontent.com/dipanjanS/practical-machine-learning-with-python/master/media/assets/back_page.png" /></a></a></p>
 
 # Chapter 12: Deep Learning for Computer Vision
 Upcoming book on machine learning. Will be released in Q4, 2017. Watch this space for updates!
diff --git a/notebooks/README.md b/notebooks/README.md
index 328591b..081c91a 100644
--- a/notebooks/README.md
+++ b/notebooks/README.md
@@ -1,4 +1,4 @@
-<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></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></p>
 
 # Book Contents
 <br>

From 15a0db31d9998a7791d3fc335f808cd8f9af2d63 Mon Sep 17 00:00:00 2001
From: Gopi Vamsi <gopivamsigiga@gmail.com>
Date: Sun, 26 Mar 2023 03:35:40 +0800
Subject: [PATCH 2/2] bug-fix issue-#31

---
 bonus content/nlp proven approach/contractions.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/bonus content/nlp proven approach/contractions.py b/bonus content/nlp proven approach/contractions.py
index 9018a85..6fa3b02 100644
--- a/bonus content/nlp proven approach/contractions.py	
+++ b/bonus content/nlp proven approach/contractions.py	
@@ -24,7 +24,7 @@
 "he'd": "he would",
 "he'd've": "he would have",
 "he'll": "he will",
-"he'll've": "he he will have",
+"he'll've": "he will have",
 "he's": "he is",
 "how'd": "how did",
 "how'd'y": "how do you",