NPTEL : NOC:Fundamentals of Artificial Intelligence (Mechanical Engineering)

Co-ordinators : Prof. Shyamanta M. Hazarika


Lecture 1 - Introduction to Artificial Intelligence

Lecture 2 - Problem Solving as State Space Search

Lecture 3 - Uninformed Search

Lecture 4 - Heuristic Search

Lecture 5 - Informed Search

Lecture 6 - Constraint Satisfaction Problems

Lecture 7 - Searching AND/OR Graphs

Lecture 8 - Game Playing

Lecture 9 - Minimax + Alpha-Beta

Lecture 10 - Introduction to Knowledge Representation

Lecture 11 - Propositional Logic

Lecture 12 - First Order Logic - I

Lecture 13 - First Order Logic - II

Lecture 14 - Inference in First Order Logic - I

Lecture 15 - Inference in First Order Logic - II

Lecture 16 - Answer Extraction

Lecture 17 - Procedural Control of Reasoning

Lecture 18 - Reasoning under Uncertainty

Lecture 19 - Bayesian Network

Lecture 20 - Decision Network

Lecture 21 - Introduction to Planning

Lecture 22 - Plan Space Planning

Lecture 23 - Planning Graph and GraphPlan

Lecture 24 - Practical Planning and Acting

Lecture 25 - Sequential Decision Problems

Lecture 26 - Making Complex Decisions

Lecture 27 - Introduction to Machine Learning

Lecture 28 - Learning Decision Trees

Lecture 29 - Linear Regression

Lecture 30 - Support Vector Machines

Lecture 31 - Unsupervised Learning

Lecture 32 - Reinforcement Learning

Lecture 33 - Learning in Neural Networks

Lecture 34 - Deep Learning: A Brief Overview