Understanding Machine Learning
From Theory to Algorithms
Ranked #34 in Machine Learning, Ranked #40 in Computer Vision — see more rankings.
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... more
Rankings by Category
Understanding Machine Learning is ranked in the following categories:
- #98 in Algorithms
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