عنوان

Machine Learning

شابک

9781441990112

شابک

9781461347569

شماره

b398230

عنوان اصلي

Machine Learning

نام عام مواد

[Book]

ساير اطلاعات عنواني

Discriminative and Generative /

نام نخستين پديدآور

by Tony Jebara.

محل نشرو پخش و غیره

Boston, MA :

نام ناشر، پخش کننده و غيره

Imprint: Springer,

تاریخ نشرو بخش و غیره

2004.

عنوان فروست

International Series in Engineering and Computer Science,

مشخصه جلد

755

شاپا ي ISSN فروست

0893-3405 ;

متن يادداشت

List of Figures -- List of Tables -- Preface -- Acknowledgments -- 1. Introduction -- 2. Generative Versus Discriminative Learning -- 3. Maximum Entropy Discrimination -- 4. Extensions To MED -- 5. Latent Discrimination -- 6. Conclusion -- 7. Appendix -- Index.

بدون عنوان

0

متن يادداشت

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.

شماره استاندارد بين المللي کتاب و موسيقي

9781461347569

عنوان

Springer eBooks

موضوع مستند نشده

Artificial intelligence.

موضوع مستند نشده

Computer science.

موضوع مستند نشده

Computer vision.

موضوع مستند نشده

Information storage and retrieval systems.

موضوع مستند نشده

Statistics.

مستند نام اشخاص تاييد نشده

Jebara, Tony.

مستند نام تنالگان تاييد نشده

SpringerLink (Online service)

تاريخ عمليات

20190307155100.0

نام الکترونيکي

نوع ماده

[Book]

تكميل شده

Y