Machine Learning / Tom M. Mitchell.

By: Mitchell, Tom M. (Tom Michael), 1951-Material type: TextTextPublisher: New York : McGraw-Hill, 1997Description: xvii, 414 p. : ill. ; 25 cmISBN: 0070428077Subject(s): Machine learning | Computer algorithmsDDC classification: 006.3/1 LOC classification: Q325.5 | .M58 1997
Contents:
Introduction -- Concept Learning and the General-to-Specific Ordering -- Decision Tree Learning -- Artificial Neural Networks -- Evaluating Hypotheses -- Bayesian Learning -- Computational Learning Theory -- Instance-Based Learning -- Genetic Algorithms -- Learning Sets of Rules -- Analytical Learning -- Combining Inductive and Analytical Learning -- Reinforcement Learning.
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Item type Current location Home library Call number Status Date due Barcode Item holds
Book Book School of Mechanical & Manufacturing Engineering (SMME)
School of Mechanical & Manufacturing Engineering (SMME)
006.31 MIT (Browse shelf) Checked out 06/02/2022 SMME-391
Total holds: 0

Includes bibliographical references and indexes.

1. Introduction -- 2. Concept Learning and the 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.

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