Probably Approximately Correct pdf epub mobi txt 电子书下载 2024

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Leslie Valiant

Basic Books

2013-6-4

208

USD 26.99

Hardcover

9780465032716

图书标签: 机器学习认知科学计算机人工智能科学和心理学科普神经科学学习理论

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发表于2024-11-24

Probably Approximately Correct epub 下载 mobi 下载 pdf 下载 txt 电子书下载 2024

Probably Approximately Correct pdf epub mobi txt 电子书下载 2024

图书描述

How does life prosper in a complex and erratic world? While we know that nature follows patterns - such as the law of gravity - our everyday lives are beyond what known science can predict. We nevertheless muddle through even in the absence of theories of how to act. But how do we do it? In Probably Approximately Correct, computer scientist Leslie Valiant presents a masterful synthesis of learning and evolution to show how both individually and collectively we not only survive, but prosper in a world as complex as our own. The key is "probably approximately correct" algorithms, a concept Valiant developed to explain how effective behavior can be learned. The model shows that pragmatically coping with a problem can provide a satisfactory solution in the absence of any theory of the problem. After all, finding a mate does not require a theory of mating. Valiant's theory reveals the shared computational nature of evolution and learning, and sheds light on perennial questions such as nature versus nurture and the limits of artificial intelligence.

Probably Approximately Correct 下载 mobi epub pdf txt 电子书