Artificial Intelligence

This course introduces artificial intelligence through state-space search, guided and unguided search, planning, game playing, knowledge representation, neural networks, fuzzy logic, expert systems, and machine learning.

Syllabus

COURSE LAYOUT

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Week Plan SUBJECT AI MOOC TITLE Introduction to Artificial Intelligence Week Title Modules covered in the Week Week 1 Introduction to AI and State space search 1,2,3 Week 2 Introduction to unguided and guided search 4,5,6 Week 3 Problems in search and solutions, Genetic algorithms 7,8 Week 4 Neural Networks, BPNN, learning process in BPNN 9,10,11 Week 5 Some other search methods and Admissibility 12,13,14,15 Week 6 Planning 16,17,18 Week 7 Game Playing 19,20 Week 8 REVISION AND ASSIGNMENT WEEK NONE Week 9 Minimax and other game playing algorithms 21,22,23 Week 10 Using predicate logic for Knowledge Representation 24,25 Week 11 Resolution and non-monotonic reasoning 26,27 Week 12 Strong methods for Knowledge Representation; Fuzzy logic and CD 28,29,30 Week 13 Scripts and Introduction to Expert systems 31,32,33 Week 14 Developing expert systems and Machine learning 34,35,36 Week 15 REVISION, ASSESSMENT and Evaluation NONE