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Machine Learning : A Probabilistic Perspective, Hardcover by Murphy, Kevin P....
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- Buy It NowMachine Learning : A Probabilistic Perspective, Hardcover by Murphy, Kevin P....
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Item specifics
- Condition
- Book Title
- Machine Learning : A Probabilistic Perspective
- ISBN
- 9780262018029
About this product
Product Identifiers
Publisher
MIT Press
ISBN-10
0262018020
ISBN-13
9780262018029
eBay Product ID (ePID)
117365328
Product Key Features
Number of Pages
1104 Pages
Language
English
Publication Name
Machine Learning : a Probabilistic Perspective
Subject
Algebra / Linear, Probability & Statistics / General, Computer Vision & Pattern Recognition
Publication Year
2012
Type
Textbook
Subject Area
Mathematics, Computers
Series
Adaptive Computation and Machine Learning Ser.
Format
Hardcover
Dimensions
Item Height
1.8 in
Item Weight
67.8 Oz
Item Length
9.3 in
Item Width
8.4 in
Additional Product Features
Intended Audience
Trade
LCCN
2012-004558
Reviews
This comprehensive book should be of great interest to learners and practitioners inthe field of machine learning., "This comprehensive book should be of great interest to learners and practitioners inthe field of machine learning." -- British Computer Society, This comprehensive book should be of great interest to learners and practitioners in the field of machine learning., This comprehensive book should be of great interest to learners and practitioners in the field of machine learning.-- British Computer Society --
Dewey Edition
23
Illustrated
Yes
Dewey Decimal
006.3/1
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., 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.
LC Classification Number
Q325.5.M87 2012
Item description from the seller
Seller feedback (385,798)
- c***m (417)- Feedback left by buyer.Past 6 monthsVerified purchaseAAA+++; Excellent Service; Great Pricing; Fast Delivery-Faster Than Expected to Hawaii using free shipping USPS Ground Mail, Received 06/18; Paperback book in Great Condition as Described ; TLC Packaging; Excellent Seller Communication, Sends updates . Highly Recommended!, Thank you very much!
- l***1 (1490)- Feedback left by buyer.Past yearVerified purchaseGreat seller; book exactly as described in mint condition sold at a reasonable price; seller shipped item FAST, FREE and with tracking information, a must nowadays; seller shipped in tight, cardboard mailing envelope, which tightly fit over the book, preventing damage in shipment; good communication too; rate seller 10+++++Cuentos de La Habana Elegante, Brand New, Free shipping in the US (#364594098367)
- c***t (921)- Feedback left by buyer.Past 6 monthsVerified purchaseThe book I bought was reasonably priced and when it arrived it was in the 'Like New' condition specified in the listing. However, when I saw that the seller had not shipped the book after more than 15 days had passed since my order I felt I must write to say that I had actually placed an order with the seller and inquire when it planned to send the book. The brusque reply was that a tracking number was available, but no number HAD been created until I pointed out that I had placed the order.Catland by Hughes, Kathryn, Like New Used, Free shipping in the US (#356798982438)
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Most relevant reviews
- 29 Aug, 2018
Starting reading
Verified purchase: YesCondition: NewSold by: speedyhenusa
- 18 Jul, 2018
good and fast
Verified purchase: YesCondition: Pre-ownedSold by: zhangjh189234
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Seller feedback (385,798)
- c***m (417)- Feedback left by buyer.Past 6 monthsVerified purchaseAAA+++; Excellent Service; Great Pricing; Fast Delivery-Faster Than Expected to Hawaii using free shipping USPS Ground Mail, Received 06/18; Paperback book in Great Condition as Described ; TLC Packaging; Excellent Seller Communication, Sends updates . Highly Recommended!, Thank you very much!
- l***1 (1490)- Feedback left by buyer.Past yearVerified purchaseGreat seller; book exactly as described in mint condition sold at a reasonable price; seller shipped item FAST, FREE and with tracking information, a must nowadays; seller shipped in tight, cardboard mailing envelope, which tightly fit over the book, preventing damage in shipment; good communication too; rate seller 10+++++Cuentos de La Habana Elegante, Brand New, Free shipping in the US (#364594098367)
- c***t (921)- Feedback left by buyer.Past 6 monthsVerified purchaseThe book I bought was reasonably priced and when it arrived it was in the 'Like New' condition specified in the listing. However, when I saw that the seller had not shipped the book after more than 15 days had passed since my order I felt I must write to say that I had actually placed an order with the seller and inquire when it planned to send the book. The brusque reply was that a tracking number was available, but no number HAD been created until I pointed out that I had placed the order.Catland by Hughes, Kathryn, Like New Used, Free shipping in the US (#356798982438)