Items related to Machine Learning – A Probabilistic Perspective...
Machine Learning – A Probabilistic Perspective (Adaptive Computation and Machine Learning series) - Hardcover
Synopsis
A comprehensive introduction to machine learning that uses probabilistic models and inference as a unifying approach.
Today's Web-enabled deluge of electronic data calls for automated methods of data analysis. Machine learning provides these, developing methods that can automatically detect patterns in data and then use the uncovered patterns to predict future data. 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. The book is suitable for upper-level undergraduates with an introductory-level college math background and beginning graduate students.
"synopsis" may belong to another edition of this title.
About the Author
Kevin P. Murphy is a Research Scientist at Google. Previously, he was Associate Professor of Computer Science and Statistics at the University of British Columbia.
"About this title" may belong to another edition of this title.
Search results for Machine Learning – A Probabilistic Perspective...
Stock Image
Machine Learning: A Probabilistic Perspective (Adaptive Computation and Machine Learning series)
Published by
The MIT Press (edition Illustrated), 2012
ISBN 10: 0262018020
ISBN 13: 9780262018029
Used
Hardcover
Seller: BooksRun, Philadelphia, PA, U.S.A.
Seller rating 5 out of 5 stars
Hardcover. Condition: Good. Illustrated. Ship within 24hrs. Satisfaction 100% guaranteed. APO/FPO addresses supported. Seller Inventory # 0262018020-11-1
Quantity: 1 available
Stock Image
Machine Learning: A Probabilistic Perspective (Adaptive Computation and Machine Learning series)
Seller: Booty, Bristol, United Kingdom
Seller rating 5 out of 5 stars
Seller Inventory # bk/397.251/h225
Quantity: 1 available
Stock Image
Machine Learning: A Probabilistic Perspective
Seller: Anybook.com, Lincoln, United Kingdom
Seller rating 5 out of 5 stars
Condition: Fair. This is an ex-library book and may have the usual library/used-book markings inside.This book has hardback covers. In fair condition, suitable as a study copy. No dust jacket. Please note the Image in this listing is a stock photo and may not match the covers of the actual item,2050grams, ISBN:9780262018029. Seller Inventory # 9547682
Quantity: 1 available
Stock Image
Machine Learning: A Probabilistic Perspective
Seller: Anybook.com, Lincoln, United Kingdom
Seller rating 5 out of 5 stars
Condition: Fair. This is an ex-library book and may have the usual library/used-book markings inside.This book has hardback covers. In fair condition, suitable as a study copy. No dust jacket. Please note the Image in this listing is a stock photo and may not match the covers of the actual item,2050grams, ISBN:9780262018029. Seller Inventory # 9547683
Quantity: 1 available
Stock Image
Machine Learning: A Probabilistic Perspective (Adaptive Computation and Machine Learning series)
Seller: SecondSale, Montgomery, IL, U.S.A.
Seller rating 4 out of 5 stars
Condition: Acceptable. Item in acceptable condition! Textbooks may not include supplemental items i.e. CDs, access codes etc. Seller Inventory # 00091068873
Quantity: 1 available
Seller Image
Machine Learning: A Probabilistic Perspective (Adaptive Computation and Machine Learning series)
Seller: Bay State Book Company, North Smithfield, RI, U.S.A.
Seller rating 5 out of 5 stars
Condition: good. The book is in good condition with all pages and cover intact, including the dust jacket if originally issued. The spine may show light wear. Pages may contain some notes or highlighting, and there might be a "From the library of" label. Boxed set packaging, shrink wrap, or included media like CDs may be missing. Seller Inventory # BSM.PDO4
Quantity: 1 available
Stock Image
Machine Learning
Seller: PBShop.store UK, Fairford, GLOS, United Kingdom
Seller rating 5 out of 5 stars
HRD. Condition: New. New Book. Shipped from UK. Established seller since 2000. Seller Inventory # FV-9780262018029
Quantity: 1 available
Stock Image
Machine Learning : A Probabilistic Perspective
Seller: Basi6 International, Irving, TX, U.S.A.
Seller rating 5 out of 5 stars
Condition: Brand New. New. US edition. Expediting shipping for all USA and Europe orders excluding PO Box. Excellent Customer Service. Seller Inventory # ABEJUNE24-3439
Quantity: 8 available
Stock Image
MACHINE LEARNING
Seller: Basi6 International, Irving, TX, U.S.A.
Seller rating 5 out of 5 stars
Condition: Brand New. New. US edition. Expediting shipping for all USA and Europe orders excluding PO Box. Excellent Customer Service. Seller Inventory # ABEJUNE24-429366
Quantity: 1 available
Stock Image
Machine Learning
Seller: Books Puddle, New York, NY, U.S.A.
Seller rating 4 out of 5 stars
Condition: New. pp. 1104. Seller Inventory # 2654480373
Quantity: 3 available