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Machine Learning GC English Murphy Kevin P. MIT Press Ltd Hardback
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- Buy it nowMachine Learning GC English Murphy Kevin P. MIT Press Ltd Hardback
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Item specifics
- Condition
- ISBN-13
- 9780262018029
- ISBN-10
- 0262018020
- Book Title
- Machine Learning
- Title
- Machine Learning
- Genre
- Children & Young Adults
- Topic
- Children & Young Adults
- ISBN
- 9780262018029
- EAN
- 9780262018029
- Publication Year
- 2012
- Type
- Textbook
- Format
- Hardcover
- Language
- English
- Publication Name
- Machine Learning: a Probabilistic Perspective
- Item Height
- 229mm
- Publisher
- MIT Press LTD
- Item Width
- 203mm
- Subject
- Computer Science
- Item Weight
- 1905g
- Number of Pages
- 1104 Pages
About this product
Product Information
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.
Product Identifiers
Publisher
MIT Press LTD
ISBN-13
9780262018029
eBay Product ID (ePID)
115957422
Product Key Features
Publication Name
Machine Learning: a Probabilistic Perspective
Format
Hardcover
Language
English
Subject
Computer Science
Publication Year
2012
Type
Textbook
Number of Pages
1104 Pages
Dimensions
Item Height
229mm
Item Width
203mm
Item Weight
1905g
Additional Product Features
Series Title
Adaptive Computation and Machine Learning Series
Country/Region of Manufacture
United States
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