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Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond (Adaptive Computation and Machine Learning series) book cover by Bernhard Scholkopf, Alexander J. Smola
Paperback

Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond (Adaptive Computation and Machine Learning series)

by Bernhard Scholkopf and Alexander J. Smola

$55.80 / copy at 25+ copies As low as $45.00 at 1,000+Your best volume price

Paperback · 648 pages MIT Press · 2018

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About the book

Learning with Kernels

A comprehensive introduction to Support Vector Machines and related kernel methods.

In the 1990s, a new type of learning algorithm was developed, based on results from statistical learning theory: the Support Vector Machine (SVM). This gave rise to a new class of theoretically elegant learning machines that use a central concept of SVMs—-kernels—for a number of learning tasks. Kernel machines provide a modular framework that can be adapted to different tasks and domains by the choice of the kernel function and the base algorithm. They are replacing neural networks in a variety of fields, including engineering, information retrieval, and bioinformatics.

Learning with Kernels provides an introduction to SVMs and related kernel methods. Although the book begins with the basics, it also includes the latest research. It provides all of the concepts necessary to enable a reader equipped with some basic mathematical knowledge to enter the world of machine learning using theoretically well-founded yet easy-to-use kernel algorithms and to understand and apply the powerful algorithms that have been developed over the last few years.



The book, Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond (Adaptive Computation and Machine Learning series) [Bulk, Wholesale, Quantity] ISBN#9780262536578 in Paperback by Bernhard Scholkopf, Alexander J. Smola may be ordered in bulk quantities. Minimum starts at 25 copies. Availability based on publisher status and quantity being ordered.

Details

Publisher
MIT Press
Authors
Bernhard Scholkopf, Alexander J. Smola
Format
Paperback
Published
Jun 5, 2018
ISBN-13
9780262536578
ISBN-10
0262536579
Pages
648
Carton quantity
12 copies
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CopiesPrice per copyYou save
25 – 99 $55.80 38% off list
100 – 249 $52.20 42% off list
250 – 499 $48.60 46% off list
500 – 999 $46.80 48% off list
1,000+ $45.00 50% off list
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