Artificial Intelligence |
UNIT I |
Introduction - Intelligent Agents- Problem Solving - by Searching - Informed Search and Exploration - Constraint Satisfaction Problems - Adversarial Search |
UNIT II |
Knowledge and Reasoning - Logical Agents - First-Order Logic - Inference in First-Order Logic - Knowledge Representation |
UNIT III |
Planning – Planning and Acting in the Real World - Uncertain knowledge and reasoning - Uncertainty - Probabilistic Reasoning - Probabilistic Reasoning Over Time - Making Simple Decisions - Making Complex Decisions |
UNIT IV |
Learning - Learning from Observations - Knowledge in Learning - Statistical Learning Methods - Reinforcement Learning |
UNIT V |
Communicating, Perceiving, and Acting - Communication - Probabilistic Language Processing - Perception – Robotics. |
Text Books |
(i) Stuart Russell and Peter Norvig, 2003, Artificial Intelligence: A Modern Approach, 2nd Edition, Prentice Hall of India, New Delhi. |
Reference Books |
(i) Elaine Rich and Kevin Knight, 1991, Artificial Intelligence, 2nd Edition, Tata McGraw-Hill, New Delhi.
(ii) Herbert A. Simon, 1998, The Sciences of the Artificial Intelligence, 3rd Edition, MIT Press.
(iii) N.J. Nilson, 1983, Principles of AI, Springer Verlag.
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Website, E-learning resources |
http://aima.eecs.berkeley.edu/slides-pdf/
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