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Machine Learning Refined: Foundations, Algorithms, and Applications
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Standort: Somerset, New Jersey, USA
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eBay-Artikelnr.:167437423483
Artikelmerkmale
- Artikelzustand
- ISBN
- 9781108480727
Über dieses Produkt
Product Identifiers
Publisher
Cambridge University Press
ISBN-10
1108480721
ISBN-13
9781108480727
eBay Product ID (ePID)
21038911704
Product Key Features
Number of Pages
594 Pages
Publication Name
Machine Learning Refined : Foundations, Algorithms, and Applications
Language
English
Publication Year
2020
Subject
Signals & Signal Processing
Features
Revised
Type
Textbook
Subject Area
Technology & Engineering
Format
Hardcover
Dimensions
Item Height
1.1 in
Item Weight
48 Oz
Item Length
10 in
Item Width
7.2 in
Additional Product Features
Edition Number
2
Intended Audience
Scholarly & Professional
Reviews
'An excellent book that treats the fundamentals of machine learning from basic principles to practical implementation. The book is suitable as a text for senior-level and first-year graduate courses in engineering and computer science. It is well organized and covers basic concepts and algorithms in mathematical optimization methods, linear learning, and nonlinear learning techniques. The book is nicely illustrated in multiple colors and contains numerous examples and coding exercises using Python.' John G. Proakis, University of California, San Diego
Dewey Edition
23
Illustrated
Yes
Dewey Decimal
006.3/1
Edition Description
Revised edition
Table Of Content
1. Introduction to machine learning; Part I. Mathematical Optimization: 2. Zero order optimization techniques; 3. First order methods; 4. Second order optimization techniques; Part II. Linear Learning: 5. Linear regression; 6. Linear two-class classification; 7. Linear multi-class classification; 8. Linear unsupervised learning; 9. Feature engineering and selection; Part III. Nonlinear Learning: 10. Principles of nonlinear feature engineering; 11. Principles of feature learning; 12. Kernel methods; 13. Fully-connected neural networks; 14. Tree-based learners; Part IV. Appendices: Appendix A. Advanced first and second order optimization methods; Appendix B. Derivatives and automatic differentiation; Appendix C. Linear algebra.
Synopsis
An intuitive approach to machine learning detailing the key concepts needed to build products and conduct research. Featuring color illustrations, real-world examples, practical coding exercises, and an online package including sample code, data sets, lecture slides, and solutions. It is ideal for graduate courses, reference, and self-study., With its intuitive yet rigorous approach to machine learning, this text provides students with the fundamental knowledge and practical tools needed to conduct research and build data-driven products. The authors prioritize geometric intuition and algorithmic thinking, and include detail on all the essential mathematical prerequisites, to offer a fresh and accessible way to learn. Practical applications are emphasized, with examples from disciplines including computer vision, natural language processing, economics, neuroscience, recommender systems, physics, and biology. Over 300 color illustrations are included and have been meticulously designed to enable an intuitive grasp of technical concepts, and over 100 in-depth coding exercises (in Python) provide a real understanding of crucial machine learning algorithms. A suite of online resources including sample code, data sets, interactive lecture slides, and a solutions manual are provided online, making this an ideal text both for graduate courses on machine learning and for individual reference and self-study.
LC Classification Number
Q325.5.W38 2020
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- 9***i (7)- Bewertung vom Käufer.Letzte 6 MonateBestätigter KaufThe book finally came exactly as described. New condition! The book packaging was great! The seller is not responsive when you message them. But the book was stuck in GA for a while, then it came. Ebay had my 2 packages messed up on witch one was and wasn't delivered. So I was confused. Over all I am satisfied with the book!!
- h***y (22)- Bewertung vom Käufer.Letzter MonatBestätigter KaufThe condition of the book was exactly as described and I am very pleased with my purchase. The book was shipped quickly and packaged well. The seller was also offering the book at a much better price than the school bookstore. I would definitely do business with this seller again in the future.
- 0***1 (209)- Bewertung vom Käufer.Letzter MonatBestätigter KaufCan’t say enough good things about this seller. The item is in great condition, even better than described. Really a bargain for the price. It was packaged extremely well and arrived so quickly. Will definitely buy from again. Thank you!