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portada Machine Learning: A Constraint-Based Approach
Type
Physical Book
Publisher
Author
Language
English
Pages
680
Format
Paperback
ISBN13
9780323898591
Edition No.
2

Machine Learning: A Constraint-Based Approach

Marco Gori; Alessandro Betti; Stefano Melacci (Author) · Morgan Kaufmann · Paperback

Machine Learning: A Constraint-Based Approach - Marco Gori; Alessandro Betti; Stefano Melacci

New Book Imported to South Africa
Delivery: 28 Jul - 04 Aug Shipping: 2 to 2 business days.
R 2,021
R 2,021

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Synopsis "Machine Learning: A Constraint-Based Approach "

Machine Learning: A Constraint-Based Approach, Second Edition provides readers with a refreshing look at the basic models and algorithms of machine learning, with an emphasis on current topics of interest that include neural networks and kernel machines. The book presents the information in a truly unified manner that is based on the notion of learning from environmental constraints. It draws a path towards deep integration with machine learning that relies on the idea of adopting multivalued logic formalisms, such as in fuzzy systems. Special attention is given to deep learning, which nicely fits the constrained-based approach followed in this book. The book presents a simpler unified notion of regularization, which is strictly connected with the parsimony principle, including many solved exercises that are classified according to the Donald Knuth ranking of difficulty, which essentially consists of a mix of warm-up exercises that lead to deeper research problems. A software simulator is also included.

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