NPTEL : Artificial Intelligence (Prof. Anupam Basu) (Computer Science and Engineering)

Co-ordinators : Prof. Sudeshna Sarkar, Prof. Anupam Basu


Lecture 1 - Introduction to Artificial Intelligence

Lecture 2 - Intelligent Agents

Lecture 3 - State Space Search

Lecture 4 - Uninformed Search

Lecture 5 - Informed Search

Lecture 6 - Informed Search - 2

Lecture 7 - Two Players Games - I

Lecture 8 - Two Players Games - II

Lecture 9 - Constraint Satisfaction Problems - 1

Lecture 10 - Constraint Satisfaction Problems - 2

Lecture 11 - Knowledge Representation and Logic

Lecture 12 - Interface in Propositional Logic

Lecture 13 - First Order Logic

Lecture 14 - Reasoning Using First Order Logic

Lecture 15 - Resolution in FOPL

Lecture 16 - Rule Based System

Lecture 17 - Rule Based Systems II

Lecture 18 - Semantic Net

Lecture 19 - Reasoning in Semantic Net

Lecture 20 - Frames

Lecture 21 - Planning - 1

Lecture 22 - Planning - 2

Lecture 23 - Planning - 3

Lecture 24 - Planning - 4

Lecture 25 - Rule Based Expert System

Lecture 26 - Reasoning with Uncertainty - I

Lecture 27 - Reasoning with Uncertainty - II

Lecture 28 - Reasoning with Uncertainty - III

Lecture 29 - Reasoning with Uncertainty - IV

Lecture 30 - Fuzzy Reasoning - I

Lecture 31 - Fuzzy Reasoning - II

Lecture 32 - Introduction to Learning - I

Lecture 33 - Introduction to Learning - II

Lecture 34 - Rule Induction and Decision Trees - I

Lecture 35 - Rule Induction and Decision Trees - II

Lecture 36 - Learning Using neural Networks - I

Lecture 37 - Learning Using Neural Networks - II

Lecture 38 - Probabilistic Learning

Lecture 39 - Natural Language Processing - I

Lecture 40 - Natural Language Processing - II