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Add machine learning links: fastai, PyTorch, TensorFlow.
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‎README.md‎

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# Python Notes
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My notes on the [Python programming language](https://www.python.org/).
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- [Resources](#resources)
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- [python.org](#pythonorg)
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- [Web Sites](#web-sites)
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- [Books](#books)
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- [No Starch Press](#no-starch-press)
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- [O'Reilly](#oreilly)
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- [Videos](#videos)
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- [pyvideo](#pyvideo)
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- [Frameworks](#frameworks)
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- [Django](#django)
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- [Flask](#flask)
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- [Behavior-Driven Development (BDD)](#behavior-driven-development-bdd)
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- [Parallel Computing](#parallel-computing)
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- [python.org](#pythonorg)
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- [Web Sites](#web-sites)
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- [Books](#books)
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- [No Starch Press](#no-starch-press)
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- [O'Reilly](#oreilly)
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- [Videos](#videos)
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- [pyvideo](#pyvideo)
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- [Frameworks](#frameworks)
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- [Django](#django)
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- [Flask](#flask)
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- [Behavior-Driven Development (BDD)](#behavior-driven-development-bdd)
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- [Machine Learning](#machine-learning)
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- [Parallel Computing](#parallel-computing)
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- [License](#license)
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## Resources
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### [python.org](https://www.python.org/)
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## [python.org](https://www.python.org/)
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- [Essays](https://www.python.org/doc/essays/)
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- [Python Patterns - Implementing Graphs](https://www.python.org/doc/essays/graphs/)
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- [Documenation](https://docs.python.org/3/)
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- [PEP 3099 -- Things that will Not Change in Python 3000](https://www.python.org/dev/peps/pep-3099/)
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- [more...](http://www.diegor.it/2017/06/15/the-must-read-pythons-peps/)
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### Web Sites
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## Web Sites
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- [python-course.eu](https://www.python-course.eu/)
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- [freeCodeCamp: Python](https://guide.freecodecamp.org/python/)
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- [Google's Python Class](https://developers.google.com/edu/python)
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- [Your First Machine Learning Project in Python Step-By-Step](https://machinelearningmastery.com/machine-learning-in-python-step-by-step/)
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- [Pythonic Data Structures and Algorithms](https://github.com/keon/algorithms)
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### Books
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## Books
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- [A Byte of Python](https://python.swaroopch.com/)
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- [Effective Python](https://effectivepython.com/)
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- [Grokking Algorithms](https://www.manning.com/books/grokking-algorithms)
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- [Wikibooks: Python Programming](https://en.wikibooks.org/wiki/Python_Programming)
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- [more books...](https://wiki.python.org/moin/PythonBooks)
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#### [No Starch Press](https://nostarch.com/catalog/python)
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### [No Starch Press](https://nostarch.com/catalog/python)
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- [Automate the Boring Stuff](https://automatetheboringstuff.com/)
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- [Python Crash Course](https://nostarch.com/pythoncrashcourse2e)
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- [Serious Python](https://nostarch.com/seriouspython)
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- [more...](https://nostarch.com/catalog/python)
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#### [O'Reilly](https://www.oreilly.com/search/?query=python)
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### [O'Reilly](https://www.oreilly.com/search/?query=python)
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- [Fluent Python](http://shop.oreilly.com/product/0636920032519.do)
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- [Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow](https://www.oreilly.com/library/view/hands-on-machine-learning/9781492032632/)
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- [Introducing Python](http://shop.oreilly.com/product/0636920252528.do)
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- [Python Cookbook](https://www.dabeaz.com/cookbook.html)
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- [Python Data Science Handbook](https://jakevdp.github.io/PythonDataScienceHandbook/)
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- [Python for Data Analysis](http://shop.oreilly.com/product/0636920023784.do)
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- [Python for DevOps](https://www.oreilly.com/library/view/python-for-devops/9781492057680/)
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- [Test-Driven Development with Python](https://www.obeythetestinggoat.com/pages/book.html)
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- [Think Python](https://greenteapress.com/wp/think-python-2e/)
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### Videos
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- Data Science
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- [Python Data Science Handbook](https://jakevdp.github.io/PythonDataScienceHandbook/)
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- [Python for Data Analysis](http://shop.oreilly.com/product/0636920023784.do)
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- Machine Learning
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- [Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow](https://www.oreilly.com/library/view/hands-on-machine-learning/9781492032632/)
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- [Deep Learning for Coders with fastai and PyTorch: AI Applications Without a PhD](https://www.amazon.com/Deep-Learning-Coders-fastai-PyTorch/dp/1492045527)
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## Videos
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- [Socratica](https://www.youtube.com/channel/UCW6TXMZ5Pq6yL6_k5NZ2e0Q)
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- [Corey Schafer](https://www.youtube.com/channel/UCCezIgC97PvUuR4_gbFUs5g)
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- [The Mighty Dictionary](https://www.youtube.com/watch?v=C4Kc8xzcA68)
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- [Transforming Code into Beautiful, Idiomatic Python](https://www.youtube.com/watch?v=OSGv2VnC0go)
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### [pyvideo](https://pyvideo.org/)
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### Frameworks
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## Frameworks
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#### [Django](https://www.djangoproject.com/)
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### [Django](https://www.djangoproject.com/)
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- [Django Documentation](https://docs.djangoproject.com/en/)
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- [Getting Started](https://docs.djangoproject.com/en/3.0/intro/)
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- [Using Django](https://docs.djangoproject.com/en/3.0/topics/)
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### [Flask](https://flask.palletsprojects.com/)
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### [Behavior-Driven Development (BDD)](https://en.wikipedia.org/wiki/Behavior-driven_development)
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## [Behavior-Driven Development (BDD)](https://en.wikipedia.org/wiki/Behavior-driven_development)
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- [What is behavior-driven Python?](https://opensource.com/article/18/5/behavior-driven-python)
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- [Python BDD Framework Comparison](https://automationpanda.com/2019/04/02/python-bdd-framework-comparison/)
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- behave:
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- [Python Testing 101: pytest-bdd](https://automationpanda.com/2018/10/22/python-testing-101-pytest-bdd/)
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- [cucumber documentation](https://cucumber.io/docs/cucumber/)
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### [Parallel Computing](https://en.wikipedia.org/wiki/Parallel_computing)
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## [Machine Learning](https://en.wikipedia.org/wiki/Machine_learning)
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- [Practical Machine Learning Tutorial with Python Introduction](https://pythonprogramming.net/machine-learning-tutorial-python-introduction/)
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- [fast.ai](https://www.fast.ai/)
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- [fastai Documentation](https://docs.fast.ai/)
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- [fastai: A Layered API for Deep Learning](https://arxiv.org/abs/2002.04688)
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- [PyTorch](https://pytorch.org/)
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- [TensorFlow](https://www.tensorflow.org/)
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- [TensorFlow Tutorials](https://www.tensorflow.org/tutorials)
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- [Machine Learning Mastery: Introduction to the Python Deep Learning Library TensorFlow](https://machinelearningmastery.com/introduction-python-deep-learning-library-tensorflow/)
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- [DataCamp: TensorFlow Tutorial For Beginners](https://www.datacamp.com/community/tutorials/tensorflow-tutorial)
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- [GitHub: TensorFlow](https://github.com/tensorflow/tensorflow)
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## [Parallel Computing](https://en.wikipedia.org/wiki/Parallel_computing)
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- [Apache Spark](https://spark.apache.org/)
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- [Apache Spark Architectural Overview](https://mapr.com/ebooks/spark/03-apache-spark-architecture-overview.html)
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- [How do Hadoop and Spark Stack Up?](https://logz.io/blog/hadoop-vs-spark/)
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- [Parallel Python](https://www.parallelpython.com/)
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## License
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Released as open source software under the terms of the [ISC License](https://en.wikipedia.org/wiki/ISC_license).

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