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Why machines learn : the elegant math behind modern AI

By: Material type: TextTextPublication details: London : Penguin, ©2024Description: 482 p. : ill. ; 24 cmISBN:
  • 9781802060867
Subject(s): DDC classification:
  • 006.3 ANA-W
LOC classification:
  • Q325.5 .A56 2024
Contents:
Chapter 1: Desperately Seeking Patterns
Chapter 2: We Are All Just Numbers Here
Chapter 3: The Bottom of the Bowl
Chapter 4: In All Probability
Chapter 5: Birds of a Feather
Chapter 6: There’s Magic in Them Matrices
Chapter 7: The Great Kernel Rope Trick
Chapter 8: With a Little Help from Physics
Chapter 9: The Man Who Set Back Deep Learning (Not Really)
Chapter 10: The Algorithm That Put Paid to a Persistent Myth
Chapter 11: The Eyes of a Machine
Chapter 12: Terra Incognita
Summary: "A rich, narrative explanation of the mathematics that has brought us machine learning and the ongoing explosion of artificial intelligence"--
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Holdings
Item type Current library Collection Call number Status Date due Barcode Item holds
Books Books IIITD General Stacks Computer Science and Engineering 006.3 ANA-W (Browse shelf(Opens below)) Checked out 10/03/2026 013788
Total holds: 0

Includes bibliographical references and index.

Chapter 1: Desperately Seeking Patterns

Chapter 2: We Are All Just Numbers Here

Chapter 3: The Bottom of the Bowl

Chapter 4: In All Probability

Chapter 5: Birds of a Feather

Chapter 6: There’s Magic in Them Matrices

Chapter 7: The Great Kernel Rope Trick

Chapter 8: With a Little Help from Physics

Chapter 9: The Man Who Set Back Deep Learning (Not Really)

Chapter 10: The Algorithm That Put Paid to a Persistent Myth

Chapter 11: The Eyes of a Machine

Chapter 12: Terra Incognita

"A rich, narrative explanation of the mathematics that has brought us machine learning and the ongoing explosion of artificial intelligence"--

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