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Understanding Machine Learning: From Theory To Algorithms by Shalev-Shwartz, Shai

Understanding Machine Learning: From Theory To Algorithms

by Shalev-Shwartz , Shai
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Book cover type: Hardcover
  • ISBN13: 9781107057135
  • Binding: Hardcover
  • Subject: Computer Science and Information Technology
  • Publisher: Cambridge UP
  • Publisher Imprint: Cambridge
  • Publication Date:
  • Pages: 410
  • Original Price: GBP 50.99
  • Language: English
  • Edition: N/A
  • Item Weight: 885 grams
  • BISAC Subject(s): Artificial Intelligence / Computer Vision & Pattern Recognition

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.

Ben-David, Shai: - Shai Ben-David is a Professor in the School of Computer Science at the University of Waterloo, Canada.

Shalev-Shwartz, Shai: - Shai Shalev-Shwartz is an Associate Professor at the School of Computer Science and Engineering at the Hebrew University of Jerusalem, Israel.

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