Data Science Resources

Below is a compilation of the resources I personally recommend for students interested to understand the fundamentals of Deep Learning and NLP. I find them to be most comprehensive and the best among all.

Deep Learning:

• Stanford course on Deep Learning using Tensorflow
  

• Dive into Deep learning book
  

• Deep learning book by Ian Goodfellow et al.

Natural Language Processing:

• NLP Progress tracker by Sebastian Ruder
  

• Neural Network for NLP from CMU. By: Prof. Graham Neubig
  

• Youtube video of CS224d/CS224n NLP course by Prof. Christopher Manning
  

• NLP notebook by Prof. Jacob Eisenstein, GATECH
  

• Speech and Language Processing book by Prof. Dan Jurafsky, Stanford