Friday, December 28, 2012

Data Science books

Free books on Data mining, statistics and related areas:

Introduction to Information Retrieval, by Manning, Raghavan, and Schütze

A first encounter with machine learning by Welling

Gaussian processes for Machine Learning by C.E. Rasmussen

The Elements of Statistical Learning, by Hastie, Tibshirani, and Friedman

Introduction to Machine Learning by Smola, Vishwanathan

Think Bayes by Downey

Mining of Massive datasets by Rajamaran, Leskovic, and Ullman

Bayesian Reasoning and Machine Learning by D. Barber

Information Theory, Inference, and Learning Algorithms by D.Mackay

Foundations of Statistical Natural Language Processing by Manning and Schütze

Data Jujitsu by D.J. Patil

Building Data Science Teams by D.J. Patil

Network Science by A.-L. Barabasi.

Comments and new titles are more than welcome. I would like to collect this list for my students.

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