EC 704E-Pattern Recognition and Machine Intelligence |
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Symbolic Reasoning; Intelligent Problem Solving Techniques: Generate and Test, Hill Climbing, Means and
Ends Analysis, Problem Decomposition; Constraint Satisfaction; Production systems, Heuristic Search, Game
Playing, Predicte Logic and Reasoning; Structured Approach to Knowledge Representation; Non-monotonic
Reasoning; Probabilistic Reasoning: Paerl’s Evidential Reasoning, Dempster - Shafer Theory; Machine
Learning Algorithms: Supervised Learning, Unsupervised learning, Reinforcement Learning and Competitive
Learning; Intelligent planning; Visual and Linguistic Perception; Pattern Clustering and Pattern Classification
Problems- Distinction; Linear and Non-linear Classification; k-means clustering, Fuzzy C-means Clustering;
Hotelling Transform; Principal Component Analysis; Bayes’ Classifier; Neural Net-based algorithms for pattern
classification and clustering; Decision Tree; Applications in image segmentation, machine vision, Robotics and
Communication.
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Text Books: |
1] Konar, A. Artificial Intelligence and Soft Computing, CRC Press (Low Priced Indian Reprint).
2] Duda, R. and Hart, P.E., Pattern Classification and scene Analysis, John Wiley (Low Priced Edition).
3] Russel, S. and Norvig, P., Artificial Intelligence – A Modern Approach, Prentice-Hall (Low Priced
Edition)./Pearson Education.
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