Understanding Machine Learning

Name: Understanding Machine Learning
Brand: Cambridge University Press
SKU: 9781107057135
Price: 372.02 RON
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Autor: Shai Shalev-Shwartz, Shai Ben-David

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Legare: Copertă tare

Editura: Cambridge University Press

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372.02 lei

Machine learning is one of the fastest growing areas of computer science, with far-reaching applicat...

Informații despre carte

Autor

Shai Shalev-Shwartz, Shai Ben-David

Limbă

engleză

Legare

Carte - Copertă tare

Publicat

2014

Pagini

410

EAN

9781107057135

ISBN

1107057132

Enbook ID

02122827

Editura

Cambridge University Press

Greutate

916

Dimensiuni

261 x 186 x 27

Descriere completă

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.

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