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Can I read 机器学习基础(FML)中文第二版 on EtoBox?
机器学习基础(FML)中文第二版 by it-ebooks is a science book available to read on EtoBox.
What is 机器学习基础(FML)中文第二版 about?
A new edition of a graduate-level machine learning textbook that focuses on the analysis and theory of algorithms. This book is a general introduction to machine learning that can serve as a textbook for graduate students and a reference for researchers. It covers fundamental modern topics in machine learning while providing the theoretical basis and conceptual tools needed for the discussion and justification of algorithms. It also describes several key aspects of the application of these algorithms. The authors aim to present novel theoretical tools and concepts while giving concise proofs even for relatively advanced topics. Foundations of Machine Learning is unique in its focus on the analysis and theory of algorithms. The first four chapters lay the theoretical foundation for what follows; subsequent chapters are mostly self-contained. Topics covered include the Probably Approximately Correct (PAC) learning framework; generalization bounds based on Rademacher complexity and VC-dimension; Support Vector Machines (SVMs); kernel methods; boosting; on-line learning; multi-class classification; ranking; regression; algorithmic stability; dimensionality reduction; learning automata
Who reads 机器学习基础(FML)中文第二版?
It is typically read by self-directed learners exploring a subject in depth.
Common subject areas: history, science, philosophy, social sciences.
- Author
- it-ebooks
- Publisher
- iBooker it-ebooks
- Published
- 2018
- Language
- EN
- ISBN
- 9780262039406
- Category
- science
- Subjects
- Computer Science, Science, Programming
- Rating
- 4.4 / 5 (36 ratings)
- Updated
- 2026-03-14
Other editions & translations
- Foundations of Machine Learning, Second Edition [2nd Ed] (Instructor Res. n. 2 of 3, Lectures) (2018)
- Foundations of Machine Learning (Adaptive Computation and Machine Learning series) (2012)
- Foundations of Machine Learning (Adaptive Computation and Machine Learning series) (2018)
- Foundations of Machine Learning, Second Edition [2nd Ed] (Instructor Res. n. 1 of 3, Solution Manual, Solutions) (2018)
- Foundations of Machine Learning, Second Edition [2nd Ed] (Instructor Res. last of 3, Figures) (2018)
- Foundations of Machine Learning, second edition (2018)
- Mehryar Mohri, Afshin Rostamizadeh, and Ameet Talwalkar: Foundations of machine learning, second edition The MIT Press, Cambridge, MA, 2018, 504 pp., CDN $96.53 (2018)