Data Science books

• Foundations of data science by Ravi Kanan et. al

• Mining Massive Datasets (from Stanford)

Linear Algebra/Optimization resources (ML related stuff)

• Finding similar music using Matrix Factorization

• Tutorial on Matrix factorization with implementation in python

• Survey on common MF techniques for building recommendation system

• Quora's open source MF library (with ref.)

• Scalable MF library

• Python library with implementation of popular NMF(Non-negative Matrix Factorization techniques

• Corresponding paper for NIMFA

• Common matrix factorization packagae python

Interesting talks on Machine Learning/Data Science

• What every Data scientist should know about deep learning, by Andrew Ng

Information Retrieval/Extraction related resources

• Distance mestures