Understanding Machine Learning: From Theory to Algorithms

Shai Shalev-Shwartz

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Idioma: inglés

Editorial: Cambridge University Press, 2014

1107057132 / 9781107057135

Librería: World of Books Inc, Montgomery, IL, Estados Unidos de AmericaWorld of Books Inc

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Descripción del artículo del vendedor

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.…

N° de ref. del artículo CIN1107057132G

Título
Understanding Machine Learning: From Theory to Algorithms
Autor
Shai Shalev-Shwartz
Editorial
Cambridge University Press
Año de publicación
2014
Estado
Good
Encuadernación
Hardback
Idioma
inglés
ISBN 10
1107057132
ISBN 13
9781107057135

World of Books Inc

Montgomery, IL, Estados Unidos de America

Vendedor de 4 estrellas

Vendedor de IberLibro desde 23 de marzo de 2026

Tarifas de envío en Estados Unidos de America

ArtículoDe 4 a 12 días hábilesDe 3 a 6 días hábiles
Primer artículoEUR 0,00EUR 9,75
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Founded in 2002, World of Books is a leading online destination for buying and selling both preloved and new books, committed to making sustainable reading accessible to all. With a mission to help people read more and waste less, World of Books offers a huge range of affordable, high-quality books — giving both new and preloved titles a second life. The company also operates World of Books – Sell Your Books, an easy-to-use platform that allows customers to trade in unwanted books for cash, helping to keep books in circulation while promoting sustainability. As a Certified B Corp, World of Books is driven by a vision to become the world’s largest and most sustainable dedicated online bookstore. The company measures its success through the positive environmental impact it creates, the value it provides to customers, and its ability to operate profitably while supporting its sustainable mission …

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