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Books

The best books on Data Science, Big Data, Data Mining, Machine Learning, Python, R, SQL, NoSQL and more. Sorted by popularity.

Theory and Applications for Advanced Text Mining
Data Mining and Machine Learning

Theory and Applications for Advanced Text Mining

Shigeaki Sakurai, 2012

This book is composed of 9 chapters introducing advanced text mining techniques. They are various techniques from relation extraction to under or less resourced language.

Linear Algebra
Math Topics

Linear Algebra

David Cherney, Tom Denton & Andrew Waldron, 2013
Neural Networks and Deep Learning
Data Mining and Machine Learning

Neural Networks and Deep Learning

Michael Nielsen, 2015

Neural networks and deep learning currently provide the best solutions to many problems in image recognition, speech recognition, and natural language processing. This book will teach you concepts behind neural networks and deep learning.

KB – Neural Data Mining with Python Sources
Data Mining and Machine Learning

KB – Neural Data Mining with Python Sources

Roberto Bello, 2013
Linear Algebra: An Introduction to Mathematical Discourse
Math Topics

Linear Algebra: An Introduction to Mathematical Discourse

Wikibooks
Machine Learning
Data Mining and Machine Learning

Machine Learning

Abdelhamid Mellouk & Abdennacer Chebira
Hadoop Illuminated
Distributed Computing Tools

Hadoop Illuminated

Mark Kerzner & Sujee Maniyam, 2014

'Hadoop illuminated' is the open source book about Apache Hadoop™. It aims to make Hadoop knowledge accessible to a wider audience, not just to the highly technical.

SQL for Web Nerds
Languages: SQL
SQL, NoSQL, and Databases

SQL for Web Nerds

Philip Greenspun
Introduction to Machine Learning
Data Mining and Machine Learning

Introduction to Machine Learning

Amnon Shashua, 2008
Learning Statistics with R
Languages: R
Learning Languages

Learning Statistics with R

Daniel Navarro, 2015

I (Dani) started teaching the introductory statistics class for psychology students offered at the University of Adelaide, using the R statistical package as the primary tool. These are my own notes for the class which were trans-coded to book form.

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