Moitra, Ankur
Algorithmic Aspects of Machine Learning
- ISBN 13:
- 9781316636008
- author:
- Moitra, Ankur
- format:
- Paperback
- publisher:
- Cambridge University Press
- language:
- English
- Publication Year:
- 2018
- Pages:
- 176
- Dimensions:
- 152 mm X 228 mm
- Genre:
- 22.28 x 18.26 x 1.14 centimetres, Computers, Computer Science, ,
- Condition:
- New
- Availability:
- Item usually sent within 10 working days
Description
Algorithmic Aspects of Machine Learning explores the intersection of theoretical computer science and machine learning, revealing how these two fields can inform and enrich each other.
The book focuses on developing flexible, tractable models that better capture the essence of machine learning. It provides an accessible introduction to cutting-edge research in machine learning, including modern algorithmic tools such as the method of moments, tensor decompositions, and convex programming relaxations.
By building a rigorous understanding of the approaches used in practice, this book facilitates the discovery of innovative solutions to long-standing problems in machine learning. It is an invaluable resource for both theoretical computer scientists and machine learning researchers seeking to deepen their knowledge and stay at the forefront of the field.
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