Media Storage Type : DVD-ROM
NPTEL Course Name : Artificial Intelligence
NPTEL Subject Matter Expert : Prof. P. Mitra
NPTEL Co-ordinating Institute : IIT Kharagpur
NPTEL Lecture Count : 41
Lecture Titles:
Lecture 1 - Introduction to AI
Lecture 2 - Introduction to Agent
Lecture 3 - Introduction to State Space Search Version two
Lecture 4 - Uninformed Search
Lecture 5 - Informed Search Strategies - I
Lecture 6 - Informed Search Strategies - II
Lecture 7 - Adversarial Search
Lecture 8 - Two agent games : alpha beta pruning
Lecture 9 - Constraint satisfaction problems - I
Lecture 10 - Constraint satisfaction problems - II
Lecture 11 - Propositional Logic
Lecture 12 - Propositional Logic inference rules
Lecture 13 - First Order Logic - I
Lecture 14 - First Order Logic - II
Lecture 15 - Inference in FOL - I
Lecture 16 - Inference in FOL - II
Lecture 17 - Rule based Systems - I
Lecture 18 - Rule based Systems - II
Lecture 19 - Semantic nets
Lecture 20 - Frames - I
Lecture 21 - Frames - II
Lecture 22 - Logic based planning
Lecture 23 - Planning systems
Lecture 24 - Planning algorithm - I
Lecture 25 - Planning algorithm - II
Lecture 26 - Reasoning with Uncertain information
Lecture 27 - Probabilistic Inference
Lecture 28 - Bayes Networks
Lecture 29 - A Basic Idea of Inferencing with Bayes Networks
Lecture 30 - Other Paradigms of Uncertain Reasoning
Lecture 31 - Fuzzy Set Representation
Lecture 32 - Fuzzy Reasoning - Continued
Lecture 33 - Learning : Introduction
Lecture 34 - Learning From Observations
Lecture 35 - Rule Induction and Decision Tree - I
Lecture 36 - Rule Induction and Decision Tree - II
Lecture 37 - Learning and Neural Networks - I
Lecture 38 - Neural Networks - II
Lecture 39 - Neural Networks - III
Lecture 40 - Issues in NLP
Lecture 41 - Parsing