Probably Approximately Correct 2024 pdf epub mobi 电子书

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发表于2024-12-22

Probably Approximately Correct 2024 pdf epub mobi 电子书

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Leslie认为达尔文的进化论在计算机科学中占有核心地位（第二章）。两者的共通点在于，物理实现机制及其功能表现的相对独立。生物进化史就是其基因组的学习算法演化的历史。巧合的是，多伊奇在1998年写的《真实世界的脉络》里推崇的解释宇宙现象的四大理论中，就有进化论和计...

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出版者:Basic Books

作者:Leslie Valiant

出品人:

页数:208

译者:

出版时间:2013-6-4

价格:USD 26.99

装帧:Hardcover

isbn号码:9780465032716

丛书系列:

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

Probably Approximately Correct 2024 pdf epub mobi 电子书图书描述

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 2024 pdf epub mobi 电子书

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