Picture 1 of 1
Gallery
Picture 1 of 1
Have one to sell?
Shai Shalev-Shwartz Shai Ben-David Understanding Machine Learning (Hardback)
Another great item from Rarewaves USA | Free delivery!
US $108.01
ApproximatelyS$ 141.17
Condition:
More than 10 available
Oops! Looks like we're having trouble connecting to our server.
Refresh your browser window to try again.
Shipping:
Free Economy Shipping.
Located in: Oswego, Illinois, United States
Delivery:
Estimated between Sat, 29 Nov and Wed, 10 Dec to 94104
Returns:
30 days return. Buyer pays for return shipping. If you use an eBay shipping label, it will be deducted from your refund amount.
Coverage:
Read item description or contact seller for details. See all detailsSee all details on coverage
(Not eligible for eBay purchase protection programmes)
About this item
Seller assumes all responsibility for this listing.
eBay item number:406306244637
Item specifics
- Condition
- Brand New: A new, unread, unused book in perfect condition with no missing or damaged pages. See all condition definitionsopens in a new window or tab
- Country of Origin
- GB
- Book Title
- Understanding Machine Learning
- Title
- Understanding Machine Learning
- Subtitle
- From Theory to Algorithms
- EAN
- 9781107057135
- ISBN
- 9781107057135
- Release Date
- 05/19/2014
- Release Year
- 2014
- Genre
- Computing & Internet
About this product
Product Identifiers
Publisher
Cambridge University Press
ISBN-10
1107057132
ISBN-13
9781107057135
eBay Product ID (ePID)
171820749
Product Key Features
Number of Pages
410 Pages
Publication Name
Understanding Machine Learning : from Theory to Algorithms
Language
English
Publication Year
2014
Subject
Algebra / General, Computer Vision & Pattern Recognition
Type
Textbook
Subject Area
Mathematics, Computers
Format
Hardcover
Dimensions
Item Height
1.1 in
Item Weight
32.2 Oz
Item Length
10.2 in
Item Width
7.2 in
Additional Product Features
Intended Audience
Scholarly & Professional
LCCN
2014-001779
Reviews
Advance praise: 'This elegant book covers both rigorous theory and practical methods of machine learning. This makes it a rather unique resource, ideal for all those who want to understand how to find structure in data.' Bernhard Schölkopf, Max Planck Institute for Intelligent Systems, "This elegant book covers both rigorous theory and practical methods of machine learning. This makes it a rather unique resource, ideal for all those who want to understand how to find structure in data." Bernhard Schlkopf, Max Planck Institute for Intelligent Systems
Dewey Edition
23
Illustrated
Yes
Dewey Decimal
006.3/1
Table Of Content
1. Introduction; Part I. Foundations: 2. A gentle start; 3. A formal learning model; 4. Learning via uniform convergence; 5. The bias-complexity trade-off; 6. The VC-dimension; 7. Non-uniform learnability; 8. The runtime of learning; Part II. From Theory to Algorithms: 9. Linear predictors; 10. Boosting; 11. Model selection and validation; 12. Convex learning problems; 13. Regularization and stability; 14. Stochastic gradient descent; 15. Support vector machines; 16. Kernel methods; 17. Multiclass, ranking, and complex prediction problems; 18. Decision trees; 19. Nearest neighbor; 20. Neural networks; Part III. Additional Learning Models: 21. Online learning; 22. Clustering; 23. Dimensionality reduction; 24. Generative models; 25. Feature selection and generation; Part IV. Advanced Theory: 26. Rademacher complexities; 27. Covering numbers; 28. Proof of the fundamental theorem of learning theory; 29. Multiclass learnability; 30. Compression bounds; 31. PAC-Bayes; Appendix A. Technical lemmas; Appendix B. Measure concentration; Appendix C. Linear algebra.
Synopsis
Machine learning is one of the fastest growing areas of computer science, with far-reaching applications. The aim of this textbook is to introduce machine learning, and the algorithmic paradigms it offers, in a principled way. The book provides an extensive theoretical account of the fundamental ideas underlying machine learning and the mathematical derivations that transform these principles into practical algorithms. Following a presentation of the basics of the field, the book covers a wide array of central topics that have not been addressed by previous textbooks. These include a discussion of the computational complexity of learning and the concepts of convexity and stability; important algorithmic paradigms including stochastic gradient descent, neural networks, and structured output learning; and emerging theoretical concepts such as the PAC-Bayes approach and compression-based bounds. Designed for an advanced undergraduate or beginning graduate course, the text makes the fundamentals and algorithms of machine learning accessible to students and non-expert readers in statistics, computer science, mathematics, and engineering., Machine learning is one of the fastest growing areas of computer science, with far-reaching applications. The aim of this textbook is to introduce machine learning, and the algorithmic paradigms it offers, in a principled way. The book provides a theoretical account of the fundamentals underlying machine learning and the mathematical derivations that transform these principles into practical algorithms. Following a presentation of the basics, the book covers a wide array of central topics unaddressed by previous textbooks. These include a discussion of the computational complexity of learning and the concepts of convexity and stability; important algorithmic paradigms including stochastic gradient descent, neural networks, and structured output learning; and emerging theoretical concepts such as the PAC-Bayes approach and compression-based bounds. Designed for advanced undergraduates or beginning graduates, the text makes the fundamentals and algorithms of machine learning accessible to students and non-expert readers in statistics, computer science, mathematics and engineering., Machine learning is one of the fastest growing areas of computer science, with far-reaching applications. This book explains the principles behind the automated learning approach and the considerations underlying its usage. The authors explain the 'hows' and 'whys' of machine-learning algorithms, making the field accessible to both students and practitioners.
LC Classification Number
Q325.5 .S475 2014
Item description from the seller
Seller feedback (568,914)
- 3***p (93)- Feedback left by buyer.Past 6 monthsVerified purchaseI've ordered from Rarewaves here in the US and the UK multiple times, and continue to do so. They always seem to have something I can't find anywhere else at all or for a reasonable price. When I purchase used items, they are as described, if not a grade better. Aways a quick turnaround after ordering, every item arrives promptly, professionally packaged. Many orders have free shipping, even for solitary item orders. I never needed a reason to communicate, as I've had no cause. Recommended.New Model Army Original Album Series (CD) Album (#297384568493)
- -***9 (194)- Feedback left by buyer.Past 6 monthsVerified purchaseA wonderful ebay seller! My item arrived on time and was well packaged for its trip through the mail. The item I received was in the exact condition as in the listing. The price was perfect, including shipping. The seller was very communicative when I had a few questions. You can't go wrong ordering from rarewaves-usa!
- c***m (448)- Feedback left by buyer.Past 6 monthsVerified purchaseAAA+++; Excellent Service; Great Pricing; Fast Delivery-Faster Than Expected to Hawaii , Received 08/16; DVD in Excellent Condition-Better than Described; TLC Packaging; Excellent Seller Communication, Sends updates . Highly Recommended!, Thank you very much!Colossus - The Forbin Project (DVD) Eric Braeden Susan Clark Gordon Pinsent (#297281425828)
Seller feedback (568,914)
- 3***p (93)- Feedback left by buyer.Past 6 monthsVerified purchaseI've ordered from Rarewaves here in the US and the UK multiple times, and continue to do so. They always seem to have something I can't find anywhere else at all or for a reasonable price. When I purchase used items, they are as described, if not a grade better. Aways a quick turnaround after ordering, every item arrives promptly, professionally packaged. Many orders have free shipping, even for solitary item orders. I never needed a reason to communicate, as I've had no cause. Recommended.New Model Army Original Album Series (CD) Album (#297384568493)
- -***9 (194)- Feedback left by buyer.Past 6 monthsVerified purchaseA wonderful ebay seller! My item arrived on time and was well packaged for its trip through the mail. The item I received was in the exact condition as in the listing. The price was perfect, including shipping. The seller was very communicative when I had a few questions. You can't go wrong ordering from rarewaves-usa!
- c***m (448)- Feedback left by buyer.Past 6 monthsVerified purchaseAAA+++; Excellent Service; Great Pricing; Fast Delivery-Faster Than Expected to Hawaii , Received 08/16; DVD in Excellent Condition-Better than Described; TLC Packaging; Excellent Seller Communication, Sends updates . Highly Recommended!, Thank you very much!Colossus - The Forbin Project (DVD) Eric Braeden Susan Clark Gordon Pinsent (#297281425828)