Understanding Machine Learning : From Theory to Algorithms download torrent

Understanding Machine Learning : From Theory to Algorithms download torrent

Understanding Machine Learning : From Theory to Algorithms by Shai Ben-David
Understanding Machine Learning : From Theory to Algorithms
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Author: Shai Ben-David
Page Count: 409 pages
Published Date: 17 Jul 2014
Publisher: CAMBRIDGE UNIVERSITY PRESS
Publication Country: Cambridge, United Kingdom
Language: English
ISBN: 9781107057135
File size: 45 Mb
File Name: understanding.machine.learning.from.theory.to.algorithms.pdf
Download Link: understanding machine learning from theory to algorithms
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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 a theoretical account of the fundamentals underlying machine learning and the mathematical derivations that transform these principles into practical algorithms. Following a presentation of the basics, the book covers a wide array of central topics unaddressed by previous textbooks. These include a discussion of the computational complexity of learning and the concepts of convexity and stability; important algorithmic paradigms including stochastic gradient descent, neural networks, and structured output learning; and emerging theoretical concepts such as the PAC-Bayes approach and compression-based bounds. Designed for advanced undergraduates or beginning graduates, the text makes the fundamentals and algorithms of machine learning accessible to students and non-expert readers in statistics, computer science, mathematics and engineering.

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