Resources

Scientific Computing with Python

Intro to Scientific Computing in Python

Numpy Tutorial (Stanford CS231N)

Math

Probability and Statistics for Data Science (NYU)

Linear Algebra

Mathematics for ML Book

ML for NLP

Stanford NLP Coursera

Neural Network Methods for Natural Language Processing

Linguistic Fundamentals for Natural Language Processing

NYU’s Natural Language Understanding with Distributed Representations - Lecture Notes

Other ML/DL

Andrew Ng’s ML [Coursera][Stanford]

Fast.AI

Foundations of ML by Prof. David Rosenberg

NYU Deep Learning Class

The Deep Learning Book