IT8601 Syllabus Computational Intelligence
IT8601 Syllabus Computational Intelligence Regulation 2017 Anna University free download. Computational Intelligence Syllabus IT8601 pdf free download.
UNIT I INTRODUCTION IT8601 Syllabus Computational Intelligence
Introduction to Artificial Intelligence-Search-Heuristic Search-A* algorithm-Game Playing- Alpha-Beta Pruning-Expert systems-Inference-Rules-Forward Chaining and Backward Chaining- Genetic Algorithms.
UNIT II KNOWLEDGE REPRESENTATION AND REASONING IT8601 Computational Intelligence
Proposition Logic – First Order Predicate Logic – Unification – Forward Chaining -Backward Chaining – Resolution – Knowledge Representation – Ontological Engineering – Categories and Objects – Events – Mental Events and Mental Objects – Reasoning Systems for Categories – Reasoning with Default Information – Prolog Programming.
UNIT III UNCERTAINTY IT8601 Syllabus Computational Intelligence
Non monotonic reasoning-Fuzzy Logic-Fuzzy rules-fuzzy inference-Temporal Logic-Temporal Reasoning-Neural Networks-Neuro-fuzzy Inference.
UNIT IV LEARNING IT8601 Computational Intelligence
Probability basics – Bayes Rule and its Applications – Bayesian Networks – Exact and Approximate Inference in Bayesian Networks – Hidden Markov Models – Forms of Learning – Supervised Learning – Learning Decision Trees – Regression and Classification with Linear Models – Artificial Neural Networks – Nonparametric Models – Support Vector Machines – Statistical Learning – Learning with
Complete Data – Learning with Hidden Variables- The EM Algorithm – Reinforcement Learning
UNIT V INTELLIGENCE AND APPLICATIONS IT8601 Computational Intelligence
Natural language processing-Morphological Analysis-Syntax analysis-Semantic Analysis-AIl applications – Language Models – Information Retrieval – Information Extraction – Machine Translation – Machine Learning – Symbol-Based – Machine Learning: Connectionist – Machine Learning.
| Subject name | Computational Intelligence |
| Short Name | CI |
| Semester | 6 |
| Subject Code | IT8601 |
| Regulation | 2017 regulation |
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