Understanding Machine Learning

  • Publisher : Cambridge University Press
  • File Size : 48,8 Mb
  • Release : 19 May 2014
  • ISBN : 9781107057135
  • Page : 415 pages
  • Rating : 5/5 (2 users)

Summary: Understanding Machine Learning PDF is a Fantastic Computers book by Shai Shalev-Shwartz. It was published by Cambridge University Press on 19 May 2014. This Book has 415 pages and Available to download in PDF, EPUB and Kindle Format. Read detail book and summary below and click download button to get book file and read directly from your devices.

Introduces machine learning and its algorithmic paradigms, explaining the principles behind automated learning approaches and the considerations underlying their usage.

Understanding Machine Learning

Understanding Machine Learning
Author: Shai Shalev-Shwartz,Shai Ben-David
File Size : 41,7 Mb
Category: Computers

Introduces machine learning and its algorithmic paradigms, explaining the principles behind automated learning approaches and the considerations underlying their usage.

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Understanding Machine Learning

Understanding Machine Learning
Author: Shai Shalev-Shwartz,Shai Ben-David
File Size : 51,6 Mb
Category: Computers

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

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Understanding Machine Learning

Understanding Machine Learning
Author: Shai Shalev-Shwartz,Shai Ben-David
File Size : 48,5 Mb
Category: Computers

"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

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Interpretable Machine Learning

Interpretable Machine Learning
Author: Christoph Molnar
File Size : 53,8 Mb
Category: Computers

This book is about making machine learning models and their decisions interpretable. After exploring the concepts of interpretability, you will learn about simple, interpretable models such as decision trees, decision

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Understanding Deep Learning

Understanding Deep Learning
Author: Chitta Ranjan, PH D
File Size : 48,9 Mb
Category: Computers

Think of deep learning as an art of cooking. One way to cook is to follow a recipe. But when we learn how the food, the spices, and the fire

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Mathematics for Machine Learning

Mathematics for Machine Learning
Author: Marc Peter Deisenroth,A. Aldo Faisal,Cheng Soon Ong
File Size : 47,9 Mb
Category: Computers

Distills key concepts from linear algebra, geometry, matrices, calculus, optimization, probability and statistics that are used in machine learning.

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The Principles of Deep Learning Theory

The Principles of Deep Learning Theory
Author: Daniel A. Roberts,Sho Yaida,Boris Hanin
File Size : 41,9 Mb
Category: Computers

This volume develops an effective theory approach to understanding deep neural networks of practical relevance.

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Grokking Machine Learning

Grokking Machine Learning
Author: Luis Serrano
File Size : 48,9 Mb
Category: Computers

Grokking Machine Learning presents machine learning algorithms and techniques in a way that anyone can understand. This book skips the confused academic jargon and offers clear explanations that require only

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Foundations of Machine Learning second edition

Foundations of Machine Learning  second edition
Author: Mehryar Mohri,Afshin Rostamizadeh,Ameet Talwalkar
File Size : 54,8 Mb
Category: Computers

A new edition of a graduate-level machine learning textbook that focuses on the analysis and theory of algorithms. This book is a general introduction to machine learning that can serve

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Machine Learning

Machine Learning
Author: Sergios Theodoridis
File Size : 47,5 Mb
Category: Computers

Machine Learning: A Bayesian and Optimization Perspective, 2nd edition, gives a unified perspective on machine learning by covering both pillars of supervised learning, namely regression and classification. The book starts

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Multimodal Scene Understanding

Multimodal Scene Understanding
Author: Michael Yang,Bodo Rosenhahn,Vittorio Murino
File Size : 43,9 Mb
Category: Computers

Multimodal Scene Understanding: Algorithms, Applications and Deep Learning presents recent advances in multi-modal computing, with a focus on computer vision and photogrammetry. It provides the latest algorithms and applications that

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Feature Learning and Understanding

Feature Learning and Understanding
Author: Haitao Zhao,Zhihui Lai,Henry Leung,Xianyi Zhang
File Size : 52,5 Mb
Category: Computers

This book covers the essential concepts and strategies within traditional and cutting-edge feature learning methods thru both theoretical analysis and case studies. Good features give good models and it is

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Applied Deep Learning

Applied Deep Learning
Author: Umberto Michelucci
File Size : 46,6 Mb
Category: Computers

Work with advanced topics in deep learning, such as optimization algorithms, hyper-parameter tuning, dropout, and error analysis as well as strategies to address typical problems encountered when training deep neural

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Learn Data Mining Through Excel

Learn Data Mining Through Excel
Author: Hong Zhou
File Size : 44,9 Mb
Category: Computers

Use popular data mining techniques in Microsoft Excel to better understand machine learning methods. Software tools and programming language packages take data input and deliver data mining results directly, presenting

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Deep Learning

Deep Learning
Author: Ian Goodfellow,Yoshua Bengio,Aaron Courville
File Size : 41,7 Mb
Category: Computers

An introduction to a broad range of topics in deep learning, covering mathematical and conceptual background, deep learning techniques used in industry, and research perspectives. “Written by three experts in

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