Machine Learning Fast Track

May 28, 2018

 

 

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

 

 

 

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