Books > Computing & IT > Applications of computing > Artificial intelligence > Machine learning
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Algorithmic Aspects of Machine Learning (Paperback)
Loot Price: R892
Discovery Miles 8 920
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Algorithmic Aspects of Machine Learning (Paperback)
Expected to ship within 12 - 17 working days
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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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