Understanding Machine Learning: From Theory to Alg…

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Machine learning is one of the fastest growing areas of computer science, with far-reaching applications. The aim of this textbook is to introduce machine learning, and the algorithmic paradigms it offers, in a principled way. The book provides an extensive theoretical account of the fundamental ideas underlying machine learning and the mathematical derivations that transform these principles…

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Understanding Machine Learning


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Author by : Shai Shalev-Shwartz
Languange Used : en
Release Date : 2014-05-19
Publisher by : Cambridge University Press

Introduces machine learning and its algorithmic paradigms, explaining the principles behind automated learning

Introduction To Statistical Machine Learning


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Author by : Masashi Sugiyama
Languange Used : en
Release Date : 2015-10-31
Publisher by : Morgan Kaufmann

Machine learning allows computers to learn and discern patterns without actually being programmed. When Statis

Fundamentals Of Machine Learning For Predictive Data Analytics


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Author by : John D. Kelleher
Languange Used : en
Release Date : 2015-07-24
Publisher by : MIT Press

A comprehensive introduction to the most important machine learning approaches used in predictive data analyti

Machine Learning


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Author by : Peter Flach
Languange Used : en
Release Date : 2012-09-20
Publisher by : Cambridge University Press

Covering all the main approaches in state-of-the-art machine learning research, this will set a new standard a

Foundations Of Machine Learning


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Author by : Mehryar Mohri
Languange Used : en
Release Date : 2012-08-17
Publisher by : MIT Press

This graduate-level textbook introduces fundamental concepts and methods in machine learning. It describes sev

Python Machine Learning


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Author by : Sebastian Raschka
Languange Used : en
Release Date : 2015-09-23
Publisher by : Packt Publishing Ltd

Unlock deeper insights into Machine Leaning with this vital guide to cutting-edge predictive analytics About T

Bayesian Reasoning And Machine Learning


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Author by : David Barber
Languange Used : en
Release Date : 2012-02-02
Publisher by : Cambridge University Press

A practical introduction perfect for final-year undergraduate and graduate students without a solid background

Deep Learning


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Author by : Ian Goodfellow
Languange Used : en
Release Date : 2016-11-18
Publisher by : MIT Press

An introduction to a broad range of topics in deep learning, covering mathematical and conceptual background,

Introduction To Machine Learning


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Author by : Ethem Alpaydin
Languange Used : en
Release Date : 2014-08-29
Publisher by : MIT Press

The goal of machine learning is to program computers to use example data or past experience to solve a given p

Machine Learning


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Author by : Kevin P. Murphy
Languange Used : en
Release Date : 2012-08-24
Publisher by : MIT Press

A comprehensive introduction to machine learning that uses probabilistic models and inference as a unifying ap

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