Download Understanding Machine Learning tutorial, a complete eBook created by Shai Shalev-Shwartz and Shai Ben-David.
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.
Table of contents
Size : | 2540.539 Kb |
File type : | |
Downloads: | 280 |
Created: | 2019-05-01 |
Interpretable Machine Learning: A Guide for Making Black Box Models Explainable
Machine Learning: The Complete Guide
Machine Learning for Cyber Physical Systems
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