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Understanding Machine Learning

4.24

237.1  Lei 278.94  Lei

sau 23710 de puncte. Detalii.

Livrare in 15 zile lucratoare

Cod: BRT9781107057135

An aparitie: 2014

Autor: Shai Shalev-Shwartz & Shai Ben-David

Categoria: Applications of computing

Editie: cartonata

Editura: CAMBRIDGE UNIVERSITY PRESS

Format: 260 x 183 x 28 mm

Limba: English

Nr. pagini: 410



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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.

Cartea Understanding Machine Learning face parte din categoria Applications of computing a librariei online Libris.ro si este scrisa de Shai Shalev-Shwartz & Shai Ben-David.
Livrarea se face din stocul furnizorului nostru din UK in aproximativ 15 zile lucratoare. Transportul este gratuit prin curier rapid, oriunde in Romania, pentru orice comanda de minimum 50 de lei. Pentru orice solicitare sau informatie suplimentara apelati call center-ul Libris de luni pana vineri intre orele 8-20.


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