adding links to video

Author: noahgift

_build/intro.md

@@ -16,13 +16,15 @@ An interactive Jupyter notebook that teaches you the Python geared towards Data
 
 These notebooks and tutorials were produced by [Pragmatic AI Labs](https://paiml.com/).  You can continue learning about these topics by:
 
+*  Watch [Python for Data Science Complete Video Course](https://learning.oreilly.com/videos/python-for-data/9780135687253) 
 *   Buying a copy of [Pragmatic AI: An Introduction to Cloud-Based Machine Learning](http://www.informit.com/store/pragmatic-ai-an-introduction-to-cloud-based-machine-9780134863863)
 *   Watching 8+ Hour Video Series on Safari: [Essential Machine Learning and AI with Python and Jupyter Notebook](https://www.safaribooksonline.com/videos/essential-machine-learning/9780135261118)
 *   Reading online with Safari:  [Pragmatic AI: An Introduction to Cloud-Based Machine Learning, First Edition](https://www.safaribooksonline.com/library/view/pragmatic-ai-an/9780134863924/)
 *  Watching video [Essential Machine Learning and AI with Python and Jupyter Notebook-Video-SafariOnline](https://www.safaribooksonline.com/videos/essential-machine-learning/9780135261118) on Safari Books Online.
 *  Watching video [AWS Certified Machine Learning-Speciality](https://learning.oreilly.com/videos/aws-certified-machine/9780135556597)
 *  Watching learning path [Essential Machine Learning and Pragmatic AI](https://learning.oreilly.com/learning-paths/learning-path-essential/9780135747193/)
 * Purchasing video [Essential Machine Learning and AI with Python and Jupyter Notebook- Purchase Video](http://www.informit.com/store/essential-machine-learning-and-ai-with-python-and-jupyter-9780135261095)
+* Purchasing video and Practice tests for [AWS Certified Machine Learning-Specialty (ML-S) Complete Video Course and Practice Test (Video Training)](http://www.informit.com/store/aws-certified-machine-learning-specialty-ml-s-complete-9780135556511)
 *   Register for an [upcoming online training on Safari](https://www.safaribooksonline.com/search/?query=noah%20gift).
 *   Browsing [Pragmatic AI Source Code](https://github.com/noahgift/pragmaticai)
 *   Viewing more content at [noahgift.com](https://noahgift.com/)

_build/lessons/Lesson2_Python_For_Data_Science_Introduction_to_Colab.md

@@ -25,6 +25,7 @@ comment: "***PROGRAMMATICALLY GENERATED, DO NOT EDIT. SEE ORIGINAL FILES IN /con
 
 This notebook was produced by [Pragmatic AI Labs](https://paiml.com/).  You can continue learning about these topics by:
 
+*  Watch [Python for Data Science Complete Video Course](https://learning.oreilly.com/videos/python-for-data/9780135687253)
 *   Buying a copy of [Pragmatic AI: An Introduction to Cloud-Based Machine Learning](http://www.informit.com/store/pragmatic-ai-an-introduction-to-cloud-based-machine-9780134863917)
 *   Reading an online copy of [Pragmatic AI:Pragmatic AI: An Introduction to Cloud-Based Machine Learning](https://www.safaribooksonline.com/library/view/pragmatic-ai-an/9780134863924/)
 *  Watching video [Essential Machine Learning and AI with Python and Jupyter Notebook-Video-SafariOnline](https://www.safaribooksonline.com/videos/essential-machine-learning/9780135261118) on Safari Books Online.
@@ -35,6 +36,8 @@ This notebook was produced by [Pragmatic AI Labs](https://paiml.com/).  You can
 
 ## 2.1 First Colab Document
 
+[Watch Lesson 2.1](https://learning.oreilly.com/videos/python-for-data/9780135687253/9780135687253-pfds_01_02_00_00)
+
 ### What is Colab?
 
 
@@ -333,6 +336,8 @@ http://colab.research.google.com/github/paiml/
 
 ## 2.2 Managing Colab Documents
 
+[Watch Lesson 2.2](https://learning.oreilly.com/videos/python-for-data/9780135687253/9780135687253-pfds_01_02_02_00)
+
 ### Mount GDrive Workflow
 
 
@@ -630,6 +635,8 @@ git push origin maste
 
 ## 2.3 Using magic functions
 
+[Watch Lesson 2.3](https://learning.oreilly.com/videos/python-for-data/9780135687253/9780135687253-pfds_01_02_03_00)
+
 ### %timeit
 
 
@@ -1644,6 +1651,8 @@ print "old school"
 
 ## 2.4 Compatibility with Jupyter
 
+[Watch Lesson 2.4](https://learning.oreilly.com/videos/python-for-data/9780135687253/9780135687253-pfds_01_02_04_00)
+
 ### Jupyter Import/Export
 
 

_build/lessons/lessons.md

@@ -14,13 +14,15 @@ comment: "***PROGRAMMATICALLY GENERATED, DO NOT EDIT. SEE ORIGINAL FILES IN /con
 
 These notebooks and tutorials were produced by [Pragmatic AI Labs](https://paiml.com/).  You can continue learning about these topics by:
 
+*  Watch [Python for Data Science Complete Video Course](https://learning.oreilly.com/videos/python-for-data/9780135687253) 
 *   Buying a copy of [Pragmatic AI: An Introduction to Cloud-Based Machine Learning](http://www.informit.com/store/pragmatic-ai-an-introduction-to-cloud-based-machine-9780134863863)
 *   Watching 8+ Hour Video Series on Safari: [Essential Machine Learning and AI with Python and Jupyter Notebook](https://www.safaribooksonline.com/videos/essential-machine-learning/9780135261118)
 *   Reading online with Safari:  [Pragmatic AI: An Introduction to Cloud-Based Machine Learning, First Edition](https://www.safaribooksonline.com/library/view/pragmatic-ai-an/9780134863924/)
 *  Watching video [Essential Machine Learning and AI with Python and Jupyter Notebook-Video-SafariOnline](https://www.safaribooksonline.com/videos/essential-machine-learning/9780135261118) on Safari Books Online.
 *  Watching video [AWS Certified Machine Learning-Speciality](https://learning.oreilly.com/videos/aws-certified-machine/9780135556597)
 *  Watching learning path [Essential Machine Learning and Pragmatic AI](https://learning.oreilly.com/learning-paths/learning-path-essential/9780135747193/)
 * Purchasing video [Essential Machine Learning and AI with Python and Jupyter Notebook- Purchase Video](http://www.informit.com/store/essential-machine-learning-and-ai-with-python-and-jupyter-9780135261095)
+* Purchasing video and Practice tests for [AWS Certified Machine Learning-Specialty (ML-S) Complete Video Course and Practice Test (Video Training)](http://www.informit.com/store/aws-certified-machine-learning-specialty-ml-s-complete-9780135556511)
 *   Register for an [upcoming online training on Safari](https://www.safaribooksonline.com/search/?query=noah%20gift).
 *   Browsing [Pragmatic AI Source Code](https://github.com/noahgift/pragmaticai)
 *   Viewing more content at [noahgift.com](https://noahgift.com/)

content/intro.md

@@ -6,13 +6,15 @@ An interactive Jupyter notebook that teaches you the Python geared towards Data
 
 These notebooks and tutorials were produced by [Pragmatic AI Labs](https://paiml.com/).  You can continue learning about these topics by:
 
+*  Watch [Python for Data Science Complete Video Course](https://learning.oreilly.com/videos/python-for-data/9780135687253) 
 *   Buying a copy of [Pragmatic AI: An Introduction to Cloud-Based Machine Learning](http://www.informit.com/store/pragmatic-ai-an-introduction-to-cloud-based-machine-9780134863863)
 *   Watching 8+ Hour Video Series on Safari: [Essential Machine Learning and AI with Python and Jupyter Notebook](https://www.safaribooksonline.com/videos/essential-machine-learning/9780135261118)
 *   Reading online with Safari:  [Pragmatic AI: An Introduction to Cloud-Based Machine Learning, First Edition](https://www.safaribooksonline.com/library/view/pragmatic-ai-an/9780134863924/)
 *  Watching video [Essential Machine Learning and AI with Python and Jupyter Notebook-Video-SafariOnline](https://www.safaribooksonline.com/videos/essential-machine-learning/9780135261118) on Safari Books Online.
 *  Watching video [AWS Certified Machine Learning-Speciality](https://learning.oreilly.com/videos/aws-certified-machine/9780135556597)
 *  Watching learning path [Essential Machine Learning and Pragmatic AI](https://learning.oreilly.com/learning-paths/learning-path-essential/9780135747193/)
 * Purchasing video [Essential Machine Learning and AI with Python and Jupyter Notebook- Purchase Video](http://www.informit.com/store/essential-machine-learning-and-ai-with-python-and-jupyter-9780135261095)
+* Purchasing video and Practice tests for [AWS Certified Machine Learning-Specialty (ML-S) Complete Video Course and Practice Test (Video Training)](http://www.informit.com/store/aws-certified-machine-learning-specialty-ml-s-complete-9780135556511)
 *   Register for an [upcoming online training on Safari](https://www.safaribooksonline.com/search/?query=noah%20gift).
 *   Browsing [Pragmatic AI Source Code](https://github.com/noahgift/pragmaticai)
 *   Viewing more content at [noahgift.com](https://noahgift.com/)

content/lessons/Lesson2_Python_For_Data_Science_Introduction_to_Colab.ipynb

@@ -7,29 +7,29 @@
       "version": "0.3.2",
       "provenance": [],
       "collapsed_sections": [
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         "rFoJ_ekfWrY8",
         "epYHKGvoN8n3",
         "IrhCtqRnXE0H",
         "_TfXsBkouZs3",
         "kn-P-e_hjvK5",
         "gG6bUpCQcWQe",
         "yHdWIarsN850",
+        "hPWO_zyRopXN",
+        "bq4VmHjPpMOR",
+        "fYu0ekUlqPk6",
+        "FpJhrpSQsK5E",
+        "Kj977UW3rph_",
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         "Y_IEtysrbyCG",
         "23kiNSVkb09I",
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         "7n10W_hmb5CX",
-        "hPWO_zyRopXN",
-        "bq4VmHjPpMOR",
-        "fYu0ekUlqPk6",
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-        "Kj977UW3rph_",
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         "rQkSyrDjxXA4",
         "jYjzO6a4N88q",
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       "include_colab_link": true
@@ -82,6 +82,7 @@
         "\n",
         "This notebook was produced by [Pragmatic AI Labs](https://paiml.com/).  You can continue learning about these topics by:\n",
         "\n",
+        "*  Watch [Python for Data Science Complete Video Course](https://learning.oreilly.com/videos/python-for-data/9780135687253)\n",
         "*   Buying a copy of [Pragmatic AI: An Introduction to Cloud-Based Machine Learning](http://www.informit.com/store/pragmatic-ai-an-introduction-to-cloud-based-machine-9780134863917)\n",
         "*   Reading an online copy of [Pragmatic AI:Pragmatic AI: An Introduction to Cloud-Based Machine Learning](https://www.safaribooksonline.com/library/view/pragmatic-ai-an/9780134863924/)\n",
         "*  Watching video [Essential Machine Learning and AI with Python and Jupyter Notebook-Video-SafariOnline](https://www.safaribooksonline.com/videos/essential-machine-learning/9780135261118) on Safari Books Online.\n",
@@ -110,7 +111,9 @@
       },
       "cell_type": "markdown",
       "source": [
-        "## 2.1 First Colab Document"
+        "## 2.1 First Colab Document\n",
+        "\n",
+        "[Watch Lesson 2.1](https://learning.oreilly.com/videos/python-for-data/9780135687253/9780135687253-pfds_01_02_00_00)"
       ]
     },
     {
@@ -611,7 +614,9 @@
       },
       "cell_type": "markdown",
       "source": [
-        "## 2.2 Managing Colab Documents"
+        "## 2.2 Managing Colab Documents\n",
+        "\n",
+        "[Watch Lesson 2.2](https://learning.oreilly.com/videos/python-for-data/9780135687253/9780135687253-pfds_01_02_02_00)"
       ]
     },
     {
@@ -1196,7 +1201,9 @@
       },
       "cell_type": "markdown",
       "source": [
-        "## 2.3 Using magic functions"
+        "## 2.3 Using magic functions\n",
+        "\n",
+        "[Watch Lesson 2.3](https://learning.oreilly.com/videos/python-for-data/9780135687253/9780135687253-pfds_01_02_03_00)"
       ]
     },
     {
@@ -2543,7 +2550,9 @@
       },
       "cell_type": "markdown",
       "source": [
-        "## 2.4 Compatibility with Jupyter"
+        "## 2.4 Compatibility with Jupyter\n",
+        "\n",
+        "[Watch Lesson 2.4](https://learning.oreilly.com/videos/python-for-data/9780135687253/9780135687253-pfds_01_02_04_00)"
       ]
     },
     {

content/lessons/lessons.md

@@ -4,13 +4,15 @@
 
 These notebooks and tutorials were produced by [Pragmatic AI Labs](https://paiml.com/).  You can continue learning about these topics by:
 
+*  Watch [Python for Data Science Complete Video Course](https://learning.oreilly.com/videos/python-for-data/9780135687253) 
 *   Buying a copy of [Pragmatic AI: An Introduction to Cloud-Based Machine Learning](http://www.informit.com/store/pragmatic-ai-an-introduction-to-cloud-based-machine-9780134863863)
 *   Watching 8+ Hour Video Series on Safari: [Essential Machine Learning and AI with Python and Jupyter Notebook](https://www.safaribooksonline.com/videos/essential-machine-learning/9780135261118)
 *   Reading online with Safari:  [Pragmatic AI: An Introduction to Cloud-Based Machine Learning, First Edition](https://www.safaribooksonline.com/library/view/pragmatic-ai-an/9780134863924/)
 *  Watching video [Essential Machine Learning and AI with Python and Jupyter Notebook-Video-SafariOnline](https://www.safaribooksonline.com/videos/essential-machine-learning/9780135261118) on Safari Books Online.
 *  Watching video [AWS Certified Machine Learning-Speciality](https://learning.oreilly.com/videos/aws-certified-machine/9780135556597)
 *  Watching learning path [Essential Machine Learning and Pragmatic AI](https://learning.oreilly.com/learning-paths/learning-path-essential/9780135747193/)
 * Purchasing video [Essential Machine Learning and AI with Python and Jupyter Notebook- Purchase Video](http://www.informit.com/store/essential-machine-learning-and-ai-with-python-and-jupyter-9780135261095)
+* Purchasing video and Practice tests for [AWS Certified Machine Learning-Specialty (ML-S) Complete Video Course and Practice Test (Video Training)](http://www.informit.com/store/aws-certified-machine-learning-specialty-ml-s-complete-9780135556511)
 *   Register for an [upcoming online training on Safari](https://www.safaribooksonline.com/search/?query=noah%20gift).
 *   Browsing [Pragmatic AI Source Code](https://github.com/noahgift/pragmaticai)
 *   Viewing more content at [noahgift.com](https://noahgift.com/)