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Machine learning : a probabilistic perspective / [electronic resource]
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| 자료유형 | E-Book |
|---|---|
| 개인저자 | Murphy, Kevin P., 1970- |
| 서명/저자사항 | Machine learning[electronic resource] :a probabilistic perspective /Kevin P. Murphy. |
| 발행사항 | Cambridge, Mass. : MIT Press, c2012 |
| 형태사항 | 1 online resource (xxix, 1067 p.) : ill. (chiefly col.) |
| 총서사항 | Adaptive computation and machine learning series |
| ISBN | 9780262305242 (electronic bk.) 0262305240 (electronic bk.) |
| 서지주기 | Includes bibliographical references and indexes. |
| 요약 | "This textbook offers a comprehensive and self-contained introduction to the field of machine learning, based on a unified, probabilistic approach. The coverage combines breadth and depth, offering necessary background material on such topics as probability, optimization, and linear algebra as well as discussion of recent developments in the field, including conditional random fields, L1 regularization, and deep learning. The book is written in an informal, accessible style, complete with pseudo-code for the most important algorithms. All topics are copiously illustrated with color images and worked examples drawn from such application domains as biology, text processing, computer vision, and robotics. Rather than providing a cookbook of different heuristic methods, the book stresses a principled model-based approach, often using the language of graphical models to specify models in a concise and intuitive way. Almost all the models described have been implemented in a MATLAB software package--PMTK (probabilistic modeling toolkit)--that is freely available online"--Back cover. |
| 일반주제명 | Machine learning. Probabilities. COMPUTERS / Enterprise Applications / Business Intelligence Tools. COMPUTERS / Intelligence (AI) & Semantics. Machine-learning. Machine learning. Probabilities. |
| 언어 | 영어 |
| 기타형태 저록 | Print version:Murphy, Kevin P., 1970-Machine learning.Cambridge, Mass. : MIT Press, c20120262018020 |
| 대출바로가기 | http://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=480968 |
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| No. | 등록번호 | 청구기호 | 소장처 | 도서상태 | 반납예정일 | 예약 | 서비스 | 매체정보 |
|---|---|---|---|---|---|---|---|---|
| 1 | WE00002361 | 006.3/1 | 가야대학교/전자책서버(컴퓨터서버)/ | 대출가능 |
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