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Chapman and Hall/CRC An Introduction to Universal AI Book

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Description

Explore the formal foundations of intelligent agency with An Introduction to Universal Artificial Intelligence from Chapman and Hall/CRC. This text provides a comprehensive framework for understanding how agents act intelligently within unknown environments. Building upon the concepts first presented in Universal Algorithmic Intelligence (Hutter, 2000), this work offers a unified approach to solving AI problems. The content integrates sequential decision theory, Bayesian inference, and algorithmic information theory. This synthesis leads to the construction of AIXI, a theoretical gold standard for reinforcement learning. AIXI serves as an optimal agent designed to learn and act optimally in unpredictable settings. This book is an essential resource for those studying the mathematical and theoretical structures that define modern artificial intelligence.

Key Features

This Chapman and Hall/CRC publication provides the formal underpinning for agent intelligence in unknown environments.

The text offers a unified framework that allows virtually all AI problems to be formulated and solved.

It integrates sequential decision theory, Bayesian inference, and algorithmic information theory into a single cohesive study.

Readers will learn about AIXI, the theoretical gold standard for an optimal reinforcement learning agent.

This book expands upon the foundational concepts originally presented in Universal Algorithmic Intelligence (Hutter, 2000).

Product Specifications

Format
paperback
Domain
Amazon UK
Release Date
29 February 2024
Listed Since
11 July 2023

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