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Mitchell, Thom MACHINE LEARNING (Int'l Ed) ISBN 13: 9780071154673

MACHINE LEARNING (Int'l Ed) - Softcover

 
9780071154673: MACHINE LEARNING (Int'l Ed)

Synopsis

This book covers the field of machine learning, which is the study of algorithms that allow computer programs to automatically improve through experience. The book is intended to support upper level undergraduate and introductory level graduate courses in machine learning.

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From the Publisher

No other book covers the concepts and techniques from the various fields in a unified fashion.
Covers very recent subjects such as genetic algorithms, reinforcement learning, and inductive logic programming.
Writing style is clear, explanatory and precise.

From the Author

Table of Contents:

1. Introduction
2. Concept Learning and General-to-Specific Ordering
3. Decision Tree Learning
4. Artificial Neural Networks
5. Evaluating Hypotheses
6. Bayesian Learning
7. Computational Learning Theory
8. Instance-Based Learning
9. Genetic Algorithms
10. Learning Sets of Rules
11. Analytical Learning
12. Combining Inductive and Analytical Learning
13. Reinforcement Learning

Includes web-accessible data and code.

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  • PublisherMcGraw-Hill Education
  • Publication date1997
  • ISBN 10 0071154671
  • ISBN 13 9780071154673
  • BindingPaperback
  • LanguageEnglish
  • Number of pages352

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9780070428072: Machine Learning (McGraw-Hill Series in Computer Science)

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ISBN 10:  0070428077 ISBN 13:  9780070428072
Publisher: McGraw-Hill Education, 1997
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