Machine Learning Refined : Foundations, Algorithms, and Applications
- Author
- Jeremy Watt, Reza Borhani, Aggelos K. Katsaggelos
- Publication Year
- 2020
- Publisher
- Cambridge University Press
- Language
- English
- Document Type
- Book
- Faculty / Subject Heading
- Computer Science
- Download Book Read book
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.
Keywords: Computers and IT / Machine learning / Apprentissage automatique / Maschinelles Lernen
