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SYLLABUS

Unit-I

Problem solving Introduction – Agents – Problem Formulation – Uninformed Search Strategies – Heuristics – Informed Search Strategies – Constraint Satisfaction.

Unit-II

Logical Reasoning Logical Agents – Propositional Logic – Inferences – First-order Logic – Inferences in Firstorder Logic – Forward Chaining – Backward Chaining – Unification – Resolution.

Unit-III

Planning Planning with State-space Search – Partial-order Planning – Planning Graphs – Planning and Acting the Real World.

Unit-IV

Uncertain Knowledge and Reasoning Uncertainty – Review of Probability – Probabilistic Reasoning – Bayesian Networks – Inferences in Bayesian Networks – Temporal Models – Hidden Markov Models.

Unit-V

Learning Learning from Observation – Inductive Learning – Decision Trees – Explanation Based Learning – Statistical Learning Methods – Reinforcement Learning.