{"product_id":"an-introduction-to-universal-artificial-intelligence-9781032607023","title":"An Introduction to Universal Artificial","description":"\u003cb\u003eBook Synopsis\u003c\/b\u003e\u003cbr\u003e\u003cp\u003e\u003cb\u003eAn Introduction to Universal Artificial Intelligence\u003c\/b\u003e provides the formal underpinning of what it means for an agent to act intelligently in an unknown environment. First presented in \u003cem\u003eUniversal Algorithmic Intelligence\u003c\/em\u003e (Hutter, 2000), UAI offers a framework in which virtually all AI problems can be formulated, and a theory of how to solve them. UAI unifies ideas from sequential decision theory, Bayesian inference, and algorithmic information theory to construct AIXI, an optimal reinforcement learning agent that learns to act optimally in unknown environments. AIXI is the theoretical gold standard for intelligent behavior.\u003c\/p\u003e\u003cp\u003eThe book covers both the theoretical and practical aspects of UAI. Bayesian updating can be done efficiently with context tree weighting, and planning can be approximated by sampling with Monte Carlo tree search. It provides algorithms for the reader to implement, and experimental results to compare against. These algorithms are used to approxi\u003c\/p\u003e","brand":"Taylor \u0026 Francis Ltd","offers":[{"title":"Default Title","offer_id":51019138466135,"sku":"9781032607023","price":54.14,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0817\/1739\/5799\/files\/9781032607023.jpg?v=1750779431","url":"https:\/\/bookcurl.com\/products\/an-introduction-to-universal-artificial-intelligence-9781032607023","provider":"Book Curl","version":"1.0","type":"link"}