Principles of Artificial Intelligence 21AI54
Course Code: 21AI54
Credits: 03
CIE Marks: 50
SEE Marks: 50
Total Marks: 100
Exam Hours: 03
Total Hours of Pedagogy: 40T
Teaching Hours/Weeks: [L:T:P:S] 3:0:0:0
Introduction: What is AI? Foundations and History of AI.
Intelligent Agents: Agents and environment, Concept of Rationality, The nature of environment, The
structure of agents.
Problem‐solving: Problem‐solving agents, Example problems, Searching for Solutions.
Uninformed Search
Strategies: Breadth First search, Depth First Search, Iterative deepening depth first search.
Informed Search Strategies: Heuristic functions, Greedy best first search, A*search. Heuristic Functions.
Logical Agents: Knowledge–based agents, The Wumpus world, Logic, Propositional logic, Reasoning patterns
in Propositional Logic.
First Order Logic: Representation Revisited, Syntax and Semantics of First Order logic, Using First Order
logic.
Inference in First Order Logic: Propositional Versus First Order Inference, Unification, Forward Chaining, Backward Chaining, Resolution.
Uncertain Knowledge and Reasoning: Quantifying Uncertainty: Acting under Uncertainty, Basic Probability Notation, Inference using Full Joint Distributions, Independence, Baye’s Rule and its use. Wumpus World Revisited.
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