UNIT I: Artificial Intelligence-definitions, introduction to AI techniques Problems problem spaces and search-state space search problem –production system-problem characteristics – Heustic Search- generate and test, hill climbing – breadth-first search, problem reduction, constraint satisfaction knowledge representation issues- representation and mapping- approaches –issues-the frame problem-knowledge representation using predicate logic – predicate, unification , resolution.
UNIT II: Procedural versus declarative knowledge – logic programming – forward versus backward reasoning – matching declarative knowledge representation – semantic nets- frames – conceptual dependency scripts, CYC, Symbolic reasoning under uncertainity- non – monotonic reasoning -logic for non-monotonic reasoning – Implementation of depth – first search and breadth first search statistical reasoning, certainity factors and rule based system. Bayesian networks- dempster snuffer theory – fuzzy logic
UNIT III: Game playing – minimal search- alpha, beta heuristics – refinement interactive deep ending planning-components –Goal staci, planning- non linear planning, hierarchical Planning linear rote learning- learning by taking advice – learning from example Explain based learning- connectist models- nural networks,applications natural language processing,syntax,semantic and pragmatic processing perception expert system representation and using domain knowledge- expert system shells – Explanation Knowledge acquisition.
The Brain as a dynamical system, neurons as functions,signal monotonicity, Biological activations and signals, Neuron fields, Theory of fuzzy seis, Definition dilation, concentration , normalization, reasoning with fuzzy logic, natural language computations, Fuazzy Machin algorithms.
Text Book: 1.W.F.CLOCKSIN and C.SMELLISH, programming in PROLOG, Spinger International student edition
2.Dan.W.Patterson,Introduction to artificial intelligence, and expert system, Prentice Hall of India
Reference Books: ARTIFICAL INTELLIGENCE BY ELAINE RICH, Mc. GRAW HILL BOOK COMPANY
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