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| Watch Python for Data Science Video | https://learning.oreilly.com/videos/python-for-data/9780135687253 |
| https://patch-diff.githubusercontent.com/paiml/python_for_datascience#toc--python-for-data-science |
| Lesson 2: Introduction to Colab | https://github.com/paiml/python_for_datascience/blob/master/Lesson2_Python_For_Data_Science_Introduction_to_Colab.ipynb |
| Lesson 3: Basics | https://github.com/paiml/python_for_datascience/blob/master/Lesson3_Python_For_Data_Science_Basics.ipynb |
| Lesson 4: Strings | https://github.com/paiml/python_for_datascience/blob/master/Lesson4_Python_For_Data_Science_Strings.ipynb |
| Lesson 5: Python Data Structures | https://github.com/paiml/python_for_datascience/blob/master/Lesson5_Python_For_Data_Science_Python_Data_structure.ipynb |
| Lesson 6: Data Conversion Recipes | https://github.com/paiml/python_for_datascience/blob/master/Lesson6_Python_For_Data_Science_Data_Conversion_Recipes.ipynb |
| Lesson 7: Execution Control | https://github.com/paiml/python_for_datascience/blob/master/Lesson7_Python_For_Datascience_Execution_Control.ipynb |
| Lesson 8: Functions | https://github.com/paiml/python_for_datascience/blob/master/Lesson8_Python_For_Data_Science_Functions.ipynb |
| Lesson 9: Data Science Libraries | https://github.com/paiml/python_for_datascience/blob/master/Lesson9_Python_For_Data_Science_Data_Science_Libraries.ipynb |
| Lesson 10: Functional Programming | https://github.com/paiml/python_for_datascience/blob/master/Lesson10_Python_For_Data_Science_Functional_Programming.ipynb |
| Lesson 11: Lazy Evaluation | https://github.com/paiml/python_for_datascience/blob/master/Lesson11_Python_For_Data_Science_Lazy_Evaluation.ipynb |
| Lesson 12: Pattern Matching | https://github.com/paiml/python_for_datascience/blob/master/Lesson12_Python_For_Data_Science_Pattern_Matching.ipynb |
| Lesson 13: Sorting | https://github.com/paiml/python_for_datascience/blob/master/Lesson13_Python_For_Data_Science_Sorting.ipynb |
| Lesson 14: I/O | https://github.com/paiml/python_for_datascience/blob/master/Lesson14_Python_For_Data_Science_I_O.ipynb |
| Lesson 16: Case Studies | https://github.com/paiml/python_for_datascience/blob/master/Lesson16_Python_For_Data_Science_CaseStudies.ipynb |
| https://patch-diff.githubusercontent.com/paiml/python_for_datascience#pragmatic-ai-labs |
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| Pragmatic AI Labs | https://paiml.com/ |
| Pragmatic AI: An Introduction to Cloud-Based Machine Learning | http://www.informit.com/store/pragmatic-ai-an-introduction-to-cloud-based-machine-9780134863863 |
| Essential Machine Learning and AI with Python and Jupyter Notebook | https://www.safaribooksonline.com/videos/essential-machine-learning/9780135261118 |
| Pragmatic AI: An Introduction to Cloud-Based Machine Learning, First Edition | https://www.safaribooksonline.com/library/view/pragmatic-ai-an/9780134863924/ |
| Essential Machine Learning and AI with Python and Jupyter Notebook-Video-SafariOnline | https://www.safaribooksonline.com/videos/essential-machine-learning/9780135261118 |
| AWS Certified Machine Learning-Speciality | https://learning.oreilly.com/videos/aws-certified-machine/9780135556597 |
| Essential Machine Learning and Pragmatic AI | https://learning.oreilly.com/learning-paths/learning-path-essential/9780135747193/ |
| 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 |
| upcoming online training on Safari | https://www.safaribooksonline.com/search/?query=noah%20gift |
| Pragmatic AI Source Code | https://github.com/noahgift/pragmaticai |
| noahgift.com | https://noahgift.com/ |
| Pragmatic AI Labs | https://paiml.com/ |
| Pragmatic AI Labs YouTube Channel | https://www.youtube.com/channel/UCNDfiL0D1LUeKWAkRE1xO5Q |
| Pragmatic AI Medium | https://medium.com/pragmatic-ai-labs |
| TWIML podcast | https://twimlai.com/twiml-talk-158-growth-hacking-sports-w-machine-learning-with-noah-gift/ |
| https://patch-diff.githubusercontent.com/paiml/python_for_datascience#additional-related-topics-from-noah-gift |
| Pragmatic A.I.: An introduction to Cloud-Based Machine Learning (Pearson, 2018) | https://www.amazon.com/Pragmatic-AI-Introduction-Cloud-Based-Analytics/dp/0134863860 |
| Python for DevOps (O'Reilly, 2020) | https://www.amazon.com/Python-DevOps-Ruthlessly-Effective-Automation/dp/149205769X |
| Cloud Computing for Data Analysis, 2020 | https://leanpub.com/cloud4data |
| Testing in Python, 2020 | https://leanpub.com/testinginpython |
| Essential Machine Learning and A.I. with Python and Jupyter Notebook LiveLessons (Pearson, 2018) | https://learning.oreilly.com/videos/essential-machine-learning/9780135261118 |
| AWS Certified Machine Learning-Specialty (ML-S) (Pearson, 2019) | https://learning.oreilly.com/videos/aws-certified-machine/9780135556597 |
| Python for Data Science Complete Video Course Video Training (Pearson, 2019) | https://learning.oreilly.com/videos/python-for-data/9780135687253 |
| AWS Certified Big Data - Specialty Complete Video Course and Practice Test Video Training (Pearson, 2019) | https://learning.oreilly.com/videos/aws-certified-big/9780135772324 |
| Building A.I. Applications on Google Cloud Platform (Pearson, 2019) | https://learning.oreilly.com/videos/building-ai-applications/9780135973462 |
| Pragmatic AI and Machine Learning Core Principles (Pearson, 2019) | https://learning.oreilly.com/videos/pragmatic-ai-and/9780136554714 |
| Data Engineering with Python and AWS Lambda (Pearson, 2019) | https://learning.oreilly.com/videos/data-engineering-with/9780135964330 |
| Microservices with this Udacity DevOps Nanodegree (Udacity, 2019) | https://www.udacity.com/course/cloud-dev-ops-nanodegree--nd9991 |
| Command Line Automation in Python (DataCamp, 2019) | https://www.datacamp.com/instructors/ndgift |
| AWS Certified Cloud Practitioner 2020-Real World & Pragmatic | https://www.udemy.com/course/aws-certified-cloud-practitioner-2020-real-world-pragmatic/?referralCode=CAC679A7D08212773428 |
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