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Expand/collapse block Information for lesson "Artificial Intelligence NPTEL CC-E"
Description: The course will cover basic ideas and techniques underlying the design of intelligent computer systems. Topics include: Introduction to AI and intelligent agents, Solving Problems by Searching, heuristic search techniques, constraint satisfaction problems, stochastic search methods,Game Playing : minimax, alpha-beta pruning. Knowledge and Reasoning : Building a Knowledge Base : Propositional logic, first order logic, situation calculus. Theorem Proving in First Order Logic. Planning, partial order planning. Uncertain Knowledge and Reasoning, Probabilities, Bayesian Networks. Learning : Overview of different forms of learning, Learning Decision Trees, Neural Networks. Introduction to Natural Language Processing.
Resources: OpenCourseware from NPTEL (India), Sheridan College, MIT, UC Berkeley, Stanford & many other of the World's finest University's
Language: English
Professors: Michael Williams
Units: 40
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