Understanding Machine Learning: From Theory To Algorithms

Shwartz

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Lingua: inglese

Editore: Cambridge University Press, 2015

1107512824 / 9781107512825

Da: World of Books Inc, Montgomery, IL, U.S.A.World of Books Inc

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Venditore AbeBooks dal 23 marzo 2026

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Descrizione dell’articolo da parte del venditore

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 into practical algorithms. Following a presentation of the basics of the field, the book covers a wide array of central topics that have not been addressed 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 an advanced undergraduate or beginning graduate course, the text makes the fundamentals and algorithms of machine learning accessible to students and non-expert readers in statistics, computer science, mathematics, and engineering.…

Codice articolo CIN1107512824G

Titolo
Understanding Machine Learning: From Theory To Algorithms
Autore
Shwartz
Editore
Cambridge University Press
Anno di pubblicazione
2015
Condizione
Good
Rilegatura
Paperback
Lingua
inglese
ISBN 10
1107512824
ISBN 13
9781107512825

World of Books Inc

Montgomery, IL, U.S.A.

Venditore con 4 stelle

Venditore AbeBooks dal 23 marzo 2026

Tariffe di spedizione nazionale per U.S.A.

ArticoloDa 4 a 12 giorni lavorativiDa 3 a 6 giorni lavorativi
Primo articoloEUR 0,00EUR 9,78
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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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