Programming tutorial
Programming Tutorial:
Python
Recommended
A Crash Course in Python for Scientists (nbviewer.jupyter.org)
Python Numpy Tutorial (Stanford CS231n)
Others
Learn X in Y Minutes (X = Python) (brief course for 30 min)
Google Developers Python Course (highly recommended for visual learners)
Awesome Machine Learning (github.com/josephmisiti)
7 Steps to Mastering Machine Learning With Python (kdnuggets.com)
An example machine learning notebook (nbviewer.jupyter.org)
Machine Learning with Python (tutorialspoint.com)
Scipy and numpy
Recommended
Python Numpy Tutorial (Stanford CS231n)
Others
Scipy Lecture Notes (scipy-lectures.org)
Python Numpy Tutorial (Stanford CS231n)
An introduction to Numpy and Scipy (UCSB CHE210D)
A Crash Course in Python for Scientists (nbviewer.jupyter.org)
PyTorch
Recommended
PyTorch Tutorials (pytorch.org)
Others
A Gentle Intro to PyTorch (gaurav.im)
Tutorial: Deep Learning in PyTorch (iamtrask.github.io)
PyTorch Examples (github.com/jcjohnson)
PyTorch Tutorial (github.com/MorvanZhou)
PyTorch Tutorial for Deep Learning Researchers (github.com/yunjey)
Tensorflow
Recommended
Machine Learning Crash Course (google.com)
Tensorflow Tutorials (tensorflow.org)
Others
Introduction to TensorFlow — CPU vs GPU (medium.com/@erikhallstrm)
TensorFlow: A primer (metaflow.fr)
RNNs in Tensorflow (wildml.com)
Implementing a CNN for Text Classification in TensorFlow (wildml.com)
How to Run Text Summarization with TensorFlow (surmenok.com)
Tutorial of Tensorflow with Youtube
Math
Math for Machine Learning (ucsc.edu)
Math for Machine Learning (UMIACS CMSC422)
Probability
Understanding Bayes Theorem With Ratios (betterexplained.com)
Review of Probability Theory (Stanford CS229)
Probability Theory Review for Machine Learning (Stanford CS229)
Probability Theory (U. of Buffalo CSE574)
Probability Theory for Machine Learning (U. of Toronto CSC411)
Linear algebra
An Intuitive Guide to Linear Algebra (betterexplained.com)
A Programmer’s Intuition for Matrix Multiplication (betterexplained.com)
Understanding the Cross Product (betterexplained.com)
Understanding the Dot Product (betterexplained.com)
Linear Algebra for Machine Learning (U. of Buffalo CSE574)
Linear algebra cheat sheet for deep learning (medium.com)
Linear Algebra Review and Reference (Stanford CS229)
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