Shai Shalev-Shwartz Shai Ben-David - Understanding Machine Learning

Shai Shalev-Shwartz Shai Ben-David - Understanding Machine Learning

61,99 €

"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...

Direkt bei Thalia AT bestellen

Produktbeschreibung

"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"--
Marke Cambridge University Press
EAN 9781107057135
ISBN 978-1-107-05713-5
...

46,99 €

Daniel Gross - Forbes' Greatest Business...
...

21,99 €

Erich Rauch - Naturopathic Treatment
...

11,60 €

Dolores Soler-Espiauba - Argentina - La...
...

11,19 €

Charles Dickens - Great Expectations
...

41,99 €

Getaway Guides - Hindi For Beginners

Beratungskontakt

contact-lady

Vereinbaren Sie ein kostenloses Erstgespräch. Wir beraten Sie gerne!

Kategorien