ARTIFICIALINTELLIGENCE MCA 2nd Year 3rd Semester E-Book
E-Book PDF Download File Syllabus
Contents
UNIT– I IntroductionandGamePlaying: Introduction, History, Intelligent Systems, Foundations of AI, Sub-areas of AI, Applications, Problem. Solving. State-Space Search and Control Strategies: Introduction, General Problem Solving, Characteristics of Problem, Exhaustive Searches, Heuristic Search Techniques, Iterative-Deepening, A*,Constraint Satisfaction. Game Playing, Bounded Look-ahead Strategy anduseofEvaluationFunctions,Alpha-BetaPruning
UNIT– II LogicConceptsandLogicProgramming: Introduction, Propositional Calculus, Propositional Logic, Natural Deduction System, Axiomatic System, SemanticTableau SysteminPropositional Logic, Resolution Refutation in Propositional Logic, Predicate Logic, Logic Programming. Knowledge Representation: Introduction, ApproachestoKnowledgeRepresentation,KnowledgeRepresentationusingSemanticNetwork, KnowledgeRepresentationusingFrames
UNIT– III ExpertSystemandApplications: Introduction, Phases inBuildingExpert Systems, Expert SystemArchitecture, Expert Systemsvs Traditional Systems, Truth Maintenance Systems, Application of Expert Systems, List of Shells and Tools. Uncertainty Measure-Probability Theory: Introduction, Probability Theory, Bayesian BeliefNetworks,CertaintyFactorTheory,Dempster-ShaferTheory.
UNIT– IV Machine-LearningParadigmsandArtificalNeuralNetworks Machine-Learning Paradigms: Introduction, Machine Learning Systems, Supervised and Unsupervised Learning, Inductive Learning, Learning Decision Trees (Suggested Reading 2), DeductiveLearning,Clustering,SupportVectorMachines. Artificial NeuralNetworks: Introduction,Artificial NeuralNetworks,Single-LayerFeed-Forward Networks, Multi-Layer Feed-Forward Networks, Radial-Basis Function Networks, Design Issues ofArtificial NeuralNetworks,RecurrentNetworks.
UNIT– V AdvancedKnowledgeRepresentationTechniques: CaseGrammars,SemanticWeb.NaturalLanguageProcessing:Introduction,SentenceAnalysis Phases, Grammars and Parsers, Types of Parsers, Semantic Analysis, Universal Networking Knowledge.
