Understanding Machine Learning

Name: Understanding Machine Learning
Brand: Cambridge University Press
SKU: 9781107057135
Price: 70.95 EUR
Availability: InStock

Autor: Shai Shalev-Shwartz, Shai Ben-David

Jazyk:

Väzba: Pevná

Vydavateľ: Cambridge University Press

Dostupnosť: Skladom u dodávateľa v malom množstve

Odosielame za 3-6 dní

70.95 €

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

Informácie o knihe

Autor

Shai Shalev-Shwartz, Shai Ben-David

Jazyk

Angličtina

Väzba

Kniha - Pevná

Vydalo

2014

Stránok

410

EAN

9781107057135

ISBN

1107057132

Enbook ID

02122827

Vydavateľ

Cambridge University Press

Hmotnosť

916

Rozmery

261 x 186 x 27

Kompletný popis

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.

Mohlo by vás zaujímať

Zákazníci, ktorí si kúpili túto knihu, kúpili tiež

Najčastejšie vyhľadávané

Categories

Authors

Publishers

Produkty

Produkty

Najčastejšie vyhľadávané

Categories

Authors

Publishers

Produkty

Produkty

Understanding Machine Learning

Informácie o knihe

Kompletný popis

Mohlo by vás zaujímať

Zákazníci, ktorí si kúpili túto knihu, kúpili tiež