Machine Learning Fast Track

These online articles a great hands-on introduction to the Machine Learning principles, including the Mathematics background and theoretical principles. You can even follow along, getting started with Python to see ML at work.

Mathematics for Data Science

Basic Linear Algebra for Deep Learning

Linear Algebra Cheat Sheet

Linear Algebra for Deep Learning (includes some Python)

Developing in Python

Python programming

Quick dive into Pandas for Data Science

The Four Pillars of OOP in Python 3 for Beginners

Machine Learning

Neural Networks in Python

Few Machine Learning Problems (with Python implementation)

Deep Learning in Python

Machine Learning in Python - Part 1

Machine Learning in Python - Part 2

Supervised Learning in Python

Unsupervised Learning in Python

Machine Learning is Fun

ML Libraries

Tensorflow - Part 1

Tensorflow - Part 2

Keras Programming

Time Series Analysis in Python (using Facebook Prophet)

Great Visualization for Neural Networks

Tensorflow Playground

Miscellaneous Applications

K-nearest-neighbors - AirBnB Pricing

DIY Deep Learning Projects

Advanced Structures

The Fall of RNN/LSTM