Why Machines Learn

The Elegant Math Behind Modern AI


Edition: US - Hardback
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Sale priceHK$210.00 Regular priceHK$320.00
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Product Info
English Age Adult - Adult
480 pages 6.38 x 9.3 x 1.5 in
Approx. weight: 1.51 lb
Publication date: 16 Jul,2024
Barcode: 9780593185742 Dutton / Allen Lane

More books in English for Age Adult - Adult
  • Computer vision
  • Pattern recognition
  • Discrete mathematics
  • Computer science

Description

By: Anil Ananthaswamy     
A rich, narrative explanation of the mathematics that has brought us machine learning and the ongoing explosion of artificial intelligence

Machine learning systems are making life-altering decisions for us: approving mortgage loans, determining whether a tumor is cancerous, or deciding if someone gets bail. They now influence developments and discoveries in chemistry, biology, and physics—the study of genomes, extrasolar planets, even the intricacies of quantum systems. And all this before large language models such as ChatGPT came on the scene.

We are living through a revolution in machine learning-powered AI that shows no signs of slowing down. This technology is based on relatively simple mathematical ideas, some of which go back centuries, including linear algebra and calculus, the stuff of seventeenth- and eighteenth-century mathematics. It took the birth and advancement of computer science and the kindling of 1990s computer chips designed for video games to ignite the explosion of AI that we see today. In this enlightening book, Anil Ananthaswamy explains the fundamental math behind machine learning, while suggesting intriguing links between artificial and natural intelligence. Might the same math underpin them both?

As Ananthaswamy resonantly concludes, to make safe and effective use of artificial intelligence, we need to understand its profound capabilities and limitations, the clues to which lie in the math that makes machine learning possible.

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