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 DowneyMining 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. PatilNetwork Science by A.-L. Barabasi.
Comments and new titles are more than welcome. I would like to collect this list for my students.