A Little Light Reading

stevefarr · May 2016

An Introduction to Data Science	Jeffrey Stanton, 2013
School of Data Handbook	School of Data, 2015
Data Jujitsu: The Art of Turning Data into Product	DJ Patil, 2012
The Data Science Handbook	Carl Shan, Henry Wang, William Chen, & Max Song, 2015
The Data Analytics Handbook	Brian Liou, Tristan Tao, & Declan Shener, 2015
Data Driven: Creating a Data Culture	Hilary Mason & DJ Patil, 2015
Building Data Science Teams	DJ Patil, 2011
Understanding the Chief Data Officer	Julie Steele, 2015
The Elements of Data Analytic Style	Jeff Leek, 2015
Hadoop: The Definitive Guide	Tom White, 2011
Data-Intensive Text Processing with MapReduce	Jimmy Lin & Chris Dyer, 2010
Learn SQL The Hard Way	Zed. A. Shaw, 2010
SQL Tutorial	Tutorials Point
Introduction to Machine Learning	Amnon Shashua, 2008
Machine Learning	Abdelhamid Mellouk & Abdennacer Chebira, 450
Machine Learning – The Complete Guide	Wikipedia
Social Media Mining An Introduction	Reza Zafarani, Mohammad Ali Abbasi, & Huan Liu, 2014
Data Mining: Practical Machine Learning Tools and Techniques	Ian H. Witten & Eibe Frank, 2005
Mining of Massive Datasets	Jure Leskovec, Anand Rajaraman, & Jeff Ullman, 2014
A Programmer’s Guide to Data Mining	Ron Zacharski, 2015
Probabilistic Programming & Bayesian Methods for Hackers	Cam Davidson-Pilon, 2015
Data Mining Techniques For Marketing, Sales, and Customer Relationship Management	Michael J.A. Berry & Gordon S. Linoff, 2004
Inductive Logic Programming: Techniques and Applications	Nada Lavrac & Saso Dzeroski, 1994
Pattern Recognition and Machine Learning	Christopher M. Bishop, 2006
Machine Learning, Neural and Statistical Classification	D. Michie, D.J. Spiegelhalter, & C.C. Taylor, 1999
Information Theory, Inference, and Learning Algorithms	David J.C. MacKay, 2005
Bayesian Reasoning and Machine Learning	David Barber, 2014
Gaussian Processes for Machine Learning	C. E. Rasmussen & C. K. I. Williams, 2006
Reinforcement Learning: An Introduction	Richard S. Sutton & Andrew G. Barto, 2012
Algorithms for Reinforcement Learning	Csaba Szepesvari , 2009
Big Data, Data Mining, and Machine Learning	Jared Dean, 2014
Modeling With Data	Ben Klemens, 2008
Deep Learning	Yoshua Bengio, Ian J. Goodfellow, & Aaron Courville, 2015
Neural Networks and Deep Learning	Michael Nielsen, 2015
Data Mining and Analysis: Fundamental Concepts and Algorithms	Mohammed J. Zaki & Wagner Meira Jr., 2014
Theory and Applications for Advanced Text Mining	Shigeaki Sakurai, 2012
Think Stats: Exploratory Data Analysis in Python	Allen B. Downey, 2014
Think Bayes: Bayesian Statistics Made Simple	Allen B. Downey, 2012
The Elements of Statistical Learning: Data Mining, Inference, and Prediction	Trevor Hastie, Robert Tibshirani, & Jerome Friedman, 2008
A First Course in Design and Analysis of Experiments	Gary W. Oehlert, 2010
D3 Tips and Tricks	Malcolm Maclean, 2015
Interactive Data Visualization for the Web	Scott Murray, 2013
Disruptive Possibilities: How Big Data Changes Everything [Buy on Amazon]	Jeffrey Needham, 2013
Real-Time Big Data Analytics: Emerging Architecture	Mike Barlow, 2013
Big Data Now: 2012 Edition	O’Reilly Media, Inc., 2012
Computer Vision [Buy on Amazon]	Richard Szeliski, 2010
Concise Computer Vision [Buy on Amazon]	Reinhard Klette, 2010

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A Little Light Reading