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

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

Machine learning is one of the fastest growing areas of computer science, with far-reaching applications. The

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

Information Theory Inference And Learning Algorithms


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Author by : David J. C. MacKay
Languange Used : en
Release Date : 2003-09-25
Publisher by : Cambridge University Press

Fun and exciting textbook on the mathematics underpinning the most dynamic areas of modern science and enginee

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

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

Machine Learning Models And Algorithms For Big Data Classification


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Author by : Shan Suthaharan
Languange Used : en
Release Date : 2015-10-20
Publisher by : Springer

This book presents machine learning models and algorithms to address big data classification problems. Existin

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

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

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

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