#1
2nd December 2016, 04:22 PM
| |||
| |||
AI Syllabus UPTU
I am in final semester of B.Tech Program of UPTU University. I need syllabus of Artificial Intelligence subject of final semester of B.Tech Program. So tell me from where I will download syllabus of Artificial Intelligence subject of UPTU University?
|
#2
2nd December 2016, 05:32 PM
| |||
| |||
Re: AI Syllabus UPTU
As you need syllabus of Artificial Intelligence subject of 8th Semester of B.Tech Program of UPTU University, so here I am providing following syllabus: UPTU University B.Tech 8th SEM Artificial Intelligence Syllabus Unit-I Introduction : Introduction to Artificial Intelligence, Foundations and History of Artificial Intelligence, Applications of Artificial Intelligence, Intelligent Agents, Structure of Intelligent Agents. Computer vision, Natural Language Possessing. Unit-II Introduction to Search : Searching for solutions, Uniformed search strategies, Informed search strategies, Local search algorithms and optimistic problems, Adversarial Search, Search for games, Alpha - Beta pruning. Unit-III Knowledge Representation & Reasoning: Propositional logic, Theory of first order logic, Inference in First order logic, Forward & Backward chaining, Resolution, Probabilistic reasoning, Utility theory, Hidden Markov Models (HMM), Bayesian Networks. Unit-IV Machine Learning : Supervised and unsupervised learning, Decision trees, Statistical learning models, Learning with complete data - Naive Bayes models, Learning with hidden data - EM algorithm, Reinforcement learning, Unit-V Pattern Recognition : Introduction, Design principles of pattern recognition system, Statistical Pattern recognition, Parameter estimation methods - Principle Component Analysis (PCA) and Linear Discriminant Analysis (LDA), Classification Techniques – Nearest Neighbor (NN) Rule, Bayes Classifier, Support Vector Machine (SVM), K – means clustering. References: 1. Stuart Russell, Peter Norvig, “Artificial Intelligence – A Modern Approach”, Pearson Education 2. Elaine Rich and Kevin Knight, “Artificial Intelligence”, McGraw-Hill 3. E Charniak and D McDermott, “Introduction to Artificial Intelligence”, Pearson Education 4. Dan W. Patterson, “Artificial Intelligence and Expert Systems”, Prentice Hall of India, Here I am attaching a file that has complete syllabus of B.Tech 8th Semester Course of UPTU. |