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Resources

https://github.com/zziz/pwc

https://github.com/afshinea/stanford-cs-229-machine-learning

https://jack-clark.net

http://www.arxiv-sanity.com

https://ml-cheatsheet.readthedocs.io/en/latest/nn_concepts.html

Deep Learning Book

https://github.com/mnielsen/neural-networks-and-deep-learning

https://github.com/llSourcell/Learn_Deep_Learning_in_6_Weeks

https://github.com/ChristosChristofidis/awesome-deep-learning

https://github.com/terryum/awesome-deep-learning-papers

https://github.com/josephmisiti/awesome-machine-learning

https://github.com/guillaume-chevalier/Awesome-Deep-Learning-Resources

https://www.kdnuggets.com/2015/11/seven-steps-machine-learning-python.html

https://github.com/eriklindernoren/ML-From-Scratch

http://nbviewer.jupyter.org/github/rhiever/Data-Analysis-and-Machine-Learning-Projects/blob/master/example-data-science-notebook/Example%20Machine%20Learning%20Notebook.ipynb

https://www.tutorialspoint.com/machine_learning_with_python/machine_learning_with_python_quick_guide.htm

https://medium.com/machine-learning-in-practice/over-200-of-the-best-machine-learning-nlp-and-python-tutorials-2018-edition-dd8cf53cb7dc

https://www.w3schools.com/python/

Mathematics

Essence of Calculus

Essence of Linear Algebra

Books

Hands-On Machine Learning with Scikit-Learn and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems by Aurélien Géron

Deep Learning with Python by Francois Chollet

Data Analysis with Python

MOOCs

  • Andrew Ng on Coursera

  • Fast.ai

Videos

3Blue1Brown Neural Network Playlist

TwoMinutePapers

TheCodingTrain Intelligence & Learning Playlist

MIT Open Courseware Linear Algebra

Siraj Raval The Math of Intelligence

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