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  • An introduction to universal artificial intelligence
    Hutter, Marcus ; Quarel, David ; Catt, Elliot
    "An Introduction to Universal Artificial Intelligence provides a gentle introduction to Universal Artificial Intelligence (UAI), a theory that provides a formal underpinning of what it means for an ... agent to act intelligently in a general class of environments. First presented in Universal Artificial Intelligence (Hutter, 2004), UAI presents a model in which most other problems in AI can be presented, and unifies ideas from sequential decision theory, Bayesian inference and information theory to construct AIXI, an optimal reinforcement learning agent that learns to act optimally in unknown environments. AIXI represents a theoretical bound on intelligent behaviour, and so we also discuss tractable approximations of this optimal agent. The book covers important practical approaches including efficient Bayesian updating with context tree weighting, and stochastic planning, approximated by sampling with Monte Carlo tree search. Algorithms are also included for the reader to implement, along with experimental results to compare against. This serves to approximate AIXI, as well as being used in state-of-the-art approaches in AI today. The book ends with a philosophical discussion of AGI covering the following key questions: Should intelligent agents be constructed at all, is it inevitable that they will be constructed, and is it dangerous to do so? This text is suitable for late undergraduates and includes an extensive background chapter to fill in the assumed mathematical background."
    Vrsta gradiva - knjiga
    Izdaja - 1st ed.
    Založništvo in izdelava - Boca Raton [etc.] : Chapman & Hall, CRC Press, 2024
    Jezik - angleški
    ISBN - 978-1-032-60715-3; 978-1-032-60702-3
    COBISS.SI-ID - 201315331

Knjižnica/institucija Kraj Akronim Za izposojo Druga zaloga
Univerzitetna knjižnica Maribor Maribor UKM na dom 1 izv.
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