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Belle V. Toward Robots That Reason. Logic, Probability & Causal Laws 2023 torrent |
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B6F9D79EB189B933A593E791EAF1455214B63E78 |
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2.26 MB |
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| Torrent added: | 2024-03-09 11:08:15 |
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Torrent Description
Textbook in PDF format
Explains the need for integrating logic and probability in AI systems and the challenges that arise in doing so Presents a model for capturing causal laws that describe dynamics and computational reasoning ideas Includes both high-level ideas and detailed exercises that employ technical applications This book discusses the two fundamental elements that underline the science and design of artificial intelligence (AI) systems: the learning and acquisition of knowledge from observational data, and the reasoning of that knowledge together with whatever information is available about the application at hand. It then presents a mathematical treatment of the core issues that arise when unifying first-order logic and probability, especially in the presence of dynamics, including physical actions, sensing actions and their effects. A model for expressing causal laws describing dynamics is also considered, along with computational ideas for reasoning with such laws over probabilistic logical knowledge
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