Machine Learning: Discriminative and Generative (The Springer International Series in Engineering and Computer Science, 755)
Language: English
Published by Springer, 2003
- Hardcover
- New

Seller: BennettBooksLtd, Los Angeles, CA, U.S.A.BennettBooksLtd
AbeBooks seller since April 17, 2008
Condition: New
£ 101.90
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Seller Inventory # Q-1402076479
- Title
- Machine Learning: Discriminative and Generative (The Springer International Series in Engineering and Computer Science, 755)
- Author
- Jebara, Tony
- Publisher
- Springer
- Publication year
- 2003
- Condition
- New
- Binding
- hardcover
- Language
- English
- ISBN 10
- 1402076479
- ISBN 13
- 9781402076473
- Item weight
- 163 ounces
- Dimensions
- 6x0x9
Machine Learning: Discriminative and Generative covers the main contemporary themes and tools in machine learning ranging from Bayesian probabilistic models to discriminative support-vector machines. However, unlike previous books that only discuss these rather different approaches in isolation, it bridges the two schools of thought together within a common framework, elegantly connecting their various theories and making one common big-picture. Also, this bridge brings forth new hybrid discriminative-generative tools that combine the strengths of both camps. This book serves multiple purposes as well. The framework acts as a scientific breakthrough, fusing the areas of generative and discriminative learning and will be of interest to many researchers. However, as a conceptual breakthrough, this common framework unifies many previously unrelated tools and techniques and makes them understandable to a larger portion of the public. This gives the more practical-minded engineer, student and the industrial public an easy-access and more sensible road map into the world of machine learning.
Machine Learning: Discriminative and Generative is designed for an audience composed of researchers & practitioners in industry and academia. The book is also suitable as a secondary text for graduate-level students in computer science and engineering.
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BennettBooksLtd
Los Angeles, CA, U.S.A.
AbeBooks seller since April 17, 2008
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