Surprise Castle
Understanding Machine Learning

Understanding Machine Learning - Hardcover

$69.99
$71.00
-1%
Quantity
01

Pay over time for orders over $35.00 with

Availability:In StockContributor:Shai Shalev-Shwartz, Shai Ben-DavidPublish date:2014-05-19Pages:410
Language:EnglishPublisher:Cambridge University PressISBN-13:9781107057135ISBN-10:1107057132UPC:9781107057135Book Category:ComputersBook Subcategory:Artificial IntelligenceBook Topic:Computer Vision & Pattern RecognitionSize:10.10 x 6.90 x 1.10 inchesWeight:1.9511Product ID:SCCJCE2WNY
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.
Language:EnglishPublisher:Cambridge University PressISBN-13:9781107057135ISBN-10:1107057132UPC:9781107057135Book Category:ComputersBook Subcategory:Artificial IntelligenceBook Topic:Computer Vision & Pattern RecognitionSize:10.10 x 6.90 x 1.10 inchesWeight:1.9511Product ID:SCCJCE2WNY
Shalev-Shwartz, Shai: - Shai Shalev-Shwartz is an Associate Professor at the School of Computer Science and Engineering at the Hebrew University of Jerusalem, Israel.Ben-David, Shai: - Shai Ben-David is a Professor in the School of Computer Science at the University of Waterloo, Canada.
Publisher: Cambridge University Press

Free shipping on orders over $75. Standard shipping takes 3-7 business days. Returns accepted within 30 days of purchase.

Recently Viewed

View All