Foundations of Machine Learning (Adaptive Computat…

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This graduate-level textbook introduces fundamental concepts and methods in machine learning. It describes several important modern algorithms, provides the theoretical underpinnings of these algorithms, and illustrates key aspects for their application. The authors aim to present novel theoretical tools and concepts while giving concise proofs even for relatively advanced topics. …

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Foundations Of Machine Learning


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

Fundamental topics in machine learning are presented along with theoretical and conceptual tools for the discu

Boosting


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Author by : Robert E. Schapire
Languange Used : en
Release Date : 2012
Publisher by : MIT Press

Boosting is an approach to machine learning based on the idea of creating a highly accurate predictor by combi

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

Reinforcement Learning


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Author by : Richard S. Sutton
Languange Used : en
Release Date : 1998
Publisher by : MIT Press

An account of key ideas and algorithms in reinforcement learning. The discussion ranges from the history of th

Elements Of Causal Inference


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Author by : Jonas Peters
Languange Used : en
Release Date : 2017
Publisher by : Mit Press

A concise and self-contained introduction to causal inference, increasingly important in data science and mach

Principles Of Data Mining


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Author by : D. J. Hand
Languange Used : en
Release Date : 2001
Publisher by : MIT Press

The first truly interdisciplinary text on data mining, blending the contributions of information science, comp

Big Data Technologies And Applications


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Author by : Borko Furht
Languange Used : en
Release Date : 2016-09-16
Publisher by : Springer

The objective of this book is to introduce the basic concepts of big data computing and then to describe the t

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,

Bioinformatics


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Author by : Pierre Baldi
Languange Used : en
Release Date : 2001
Publisher by : MIT Press

A guide to machine learning approaches and their application to the analysis of biological data.

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