Introduction-What is intelligence? Foundations of artificial intelligence (AI). History of AI. AI problems: Toy Problems, Real World problems- Tic-Tac-Toe, Water Jug, Question-Answering, 8-puzzle, 8-Queens problem. Formulating problems, Searching for Solutions.
Knowledge Representation: Propositional Logic, Propositional Theorem Proving-Inference and Proofs, Proof by Resolution, Horn Clauses and definite Clauses, Forward and Backward chaining; First order Logic, Inference in First Order Logic. |
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Unit-II
Uncertain Knowledge and Reasoning: Basic probability, Bayes rule, Belief networks, Default reasoning, Fuzzy sets and fuzzy logic.
Structured Knowledge: Associative Networks, Frame Structures, Conceptual Dependencies and Scripts. |
10 |
Unit-III
Uninformed Search strategies- Breadth-first search, Uniform-cost search, Depth-first search, Depth-limited search, Iterative deepening depth-first search, Bidirectional search, Comparing uninformed search strategies. Informed (Heuristic) Search Strategies- Hill Climbing, Simulated Annealing, Genetic Algorithm, Greedy best-first search, A* and optimal search, Memory- bounded heuristic search. |
12 |
Unit-IV
Natural language processing: Grammars, Parsing.
Pattern Recognition: Recognition and Classification Process-Decision Theoretic Classification, Syntactic Classification; Learning Classification Patterns, Recognizing and Understanding Speech.
Expert System Architectures: Characteristics, Rule-Based System Architectures, Nonproduction System Architectures, Knowledge Acquisition and Validation. |
12 |
Text Books:
- Artificial Intelligence-A Modern Approach, Russel and Norvig, Prentice
- Artificial Intelligence, Elaine Rich, Kevin Knight and SB Nair, 3 ,Tata McGraw-Hill.
- Artificial Intelligence And Expert Systems, W.Patterson, Prentice Hall.
- Artificial Inteligence Structures and Strategies for complex Problem Solving, George Luger, Pearson Addison Wesley.
Reference Books:
- Artificial Intelligence-A New Synthesis, Nils J. Nilsson, Morgan Kaufmann Publishers.
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Course Features
- Lectures 4
- Quizzes 0
- Duration 10 weeks
- Skill level All levels
- Language English
- Students 17
- Assessments Yes