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The Computational Complexity of Machine Learning
Language: en
Pages: 194
Authors: Michael J. Kearns
Categories: Computers
Type: BOOK - Published: 1990 - Publisher: MIT Press

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We also give algorithms for learning powerful concept classes under the uniform distribution, and give equivalences between natural models of efficient learnabi
Understanding Machine Learning
Language: en
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Authors: Shai Shalev-Shwartz
Categories: Computers
Type: BOOK - Published: 2014-05-19 - Publisher: Cambridge University Press

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Introduces machine learning and its algorithmic paradigms, explaining the principles behind automated learning approaches and the considerations underlying thei
Computational Complexity
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Authors: Sanjeev Arora
Categories: Computers
Type: BOOK - Published: 2009-04-20 - Publisher: Cambridge University Press

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New and classical results in computational complexity, including interactive proofs, PCP, derandomization, and quantum computation. Ideal for graduate students.
Proceedings of International Scientific Conference on Telecommunications, Computing and Control
Language: en
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Authors: Nikita Voinov
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This book provides a platform for academics and practitioners for sharing innovative results, approaches, developments, and research projects in computer scienc
An Introduction to Computational Learning Theory
Language: en
Pages: 230
Authors: Michael J. Kearns
Categories: Computers
Type: BOOK - Published: 1994-08-15 - Publisher: MIT Press

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Emphasizing issues of computational efficiency, Michael Kearns and Umesh Vazirani introduce a number of central topics in computational learning theory for rese