**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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