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portada Algorithmic Aspects of Machine Learning
Type
Physical Book
Year
2018
Language
English
Pages
158
Format
Paperback
Dimensions
22.3 x 18.3 x 1.1 cm
Weight
0.23 kg.
ISBN13
9781316636008
Edition No.
1

Algorithmic Aspects of Machine Learning

Ankur Moitra (Author) · Cambridge University Press · Paperback

Algorithmic Aspects of Machine Learning - Moitra, Ankur

New Book Imported to Taiwan
Delivery: 04 Sep - 14 Sep Shipping: 4 to 5 business days.
NT$ 1,961
NT$ 1,961

Synopsis "Algorithmic Aspects of Machine Learning "

This book bridges theoretical computer science and machine learning by exploring what the two sides can teach each other. It emphasizes the need for flexible, tractable models that better capture not what makes machine learning hard, but what makes it easy. Theoretical computer scientists will be introduced to important models in machine learning and to the main questions within the field. Machine learning researchers will be introduced to cutting-edge research in an accessible format, and gain familiarity with a modern, algorithmic toolkit, including the method of moments, tensor decompositions and convex programming relaxations. The treatment beyond worst-case analysis is to build a rigorous understanding about the approaches used in practice and to facilitate the discovery of exciting, new ways to solve important long-standing problems.

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