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Learning theory from first principles

By: Material type: TextTextPublication details: London The MIT Press 2024Description: xvii, 475 p. Includes bibliographical reference and indexISBN:
  • 9780262049443
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Summary: Research has exploded in the field of machine learning resulting in complex mathematical arguments that are hard to grasp for new comers. . In this accessible textbook, Francis Bach presents the foundations and latest advances of learning theory for graduate students as well as researchers who want to acquire a basic mathematical understanding of the most widely used machine learning architectures.
Item type: Textual
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Textual Textual Ratan Tata Library Ratan Tata Library Available RT1528568

Research has exploded in the field of machine learning resulting in complex mathematical arguments that are hard to grasp for new comers. . In this accessible textbook, Francis Bach presents the foundations and latest advances of learning theory for graduate students as well as researchers who want to acquire a basic mathematical understanding of the most widely used machine learning architectures.

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