Artificial Intelligence for SPPU 19 Course (TE - SEM VI - COMP. & TE - SEM V - AI&DS - 310253)

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Unit IIntroduction Introduction to Artificial Intelligence, Foundations of Artificial Intelligence, History of Artificial Intelligence, State of the Art, Risks and Benefits of AI, Intelligent Agents, Agents and Environments, Good Behavior : Concept of Rationality, Nature of Environments, Structure of Agents. (Chapter - 1) Unit IIProblem-solving Solving Problems by Searching, Problem-Solving Agents, Example Problems, Search Algorithms, Uninformed Search Strategies, Informed (Heuristic) Search Strategies, Heuristic Functions, Search in Complex Environments, Local Search and Optimization Problems. (Chapters - 2, 3) Unit IIIAdversarial Search and Games Game Theory, Optimal Decisions in Games, Heuristic Alpha-Beta Tree Search, Monte Carlo Tree Search, Stochastic Games, Partially Observable Games, Limitations of Game Search Algorithms, Constraint Satisfaction Problems (CSP), Constraint Propagation : Inference in CSPs, Backtracking Search for CSPs. (Chapters - 4, 5) Unit IVKnowledge Logical Agents, Knowledge-Based Agents, The Wumpus World, Logic, Propositional Logic : A Very Simple Logic, Propositional Theorem Proving, Effective Propositional Model Checking, Agents Based on Propositional Logic, First-Order Logic, Representation Revisited, Syntax and Semantics of First-Order Logic, Using First-Order Logic, Knowledge Engineering in First-Order Logic. (Chapters - 6, 7, 8) Unit VReasoning Inference in First-Order Logic, Propositional vs. First-Order Inference, Unification and First-Order Inference, Forward Chaining, Backward Chaining, Resolution, Knowledge Representation, Ontological Engineering, Categories and Objects, Events, Mental Objects and Modal Logic, Reasoning Systems for Categories, Reasoning with Default Information. (Chapters - 9, 10) Unit VIPlanning Automated Planning, Classical Planning, Algorithms for Classical Planning, Heuristics for Planning, Hierarchical Planning, Planning and Acting in Nondeterministic Domains, Time, Schedules, and Resources, An

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Pages: 472 Edition: 2024 Vendors: Technical Publications