Universal Artificial Intelligence: Sequential Decisions Based On Algorithmic Probability free ebook download.

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Universal Artificial Intelligence: Sequential Decisions Based On Algorithmic Probability free ebook download

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Algorithms

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Catalogue

Author(s):	Marcus Hutter

Date:	November 29, 2004	Format:	Pdf	Language:	English	ISBN/ASIN:	3540221395
Pages:	280	OCR:		Quality:	Excellent	ISBN13:
Uploader:	eternal	Upload Date:	8/9/2020 5:13:07 PM

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This book presents sequential decision theory from a novel algorithmic information theory perspective. While the former is suited for active agents in known environment, the latter is suited for passive prediction in unknown environment. The book introduces these two well-known but very different ideas and removes the limitations by unifying them to one parameter-free theory of an optimal reinforcement learning agent embedded in an arbitrary unknown environment. Most AI problems can easily be formulated within this theory, which reduces the conceptual problems to pure computational problems. Considered problem classes include sequence prediction, strategic games, function minimization, reinforcement and supervised learning. The discussion includes formal definitions of intelligence order relations, the horizon problem and relations to other approaches to AI. One intention of this book is to excite a broader AI audience about abstract algorithmic information theory concepts, and conversely to inform theorists about exciting applications to AI.

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	Title	Link	Password	Size (MB)	Thank to	Inform Admin
2842191	Book	https://tezfiles.com/file/d98440da9c802/...		18.00	eternal

Tags: Algorithmic Artificial Based Decisions Intelligence Probability Sequential Universal

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