DA221 Introduction to Artificial Intelligence / Jan-May 2023
Updates
- Feb 21: New Lecture is up: Lecture-16 [slides]
- Feb 15: New Lecture is up: Lab-2 [no slides]
- Feb 14: New Lecture is up: Lecture-15 [on board (no slides)]
- Feb 13: New Lecture is up: Lecture-14 [Discussion in class (no slides)]
- Feb 08: New Lecture is up: Lab-1 [no slides]
- Feb 07: New Lecture is up: Lecture-13 [on board (no slides)]
- Feb 01: New Lecture is up: Lecture-12 [on board (no slides)]
Course Description
This course will present an introduction to artificial intelligence with a focus on understanding, design, and implementation of intelligent agents.
Course Contents
Part-1: AI: Past, Present and Future
- Defining AI
- Evolution of AI
Part-2: Modeling and Executing Intelligence
- Intelligent Agents
- Solving problems by Searching and types of Searches
- Planning, Acting, and Knowledge Representations
- Quantifying uncertainty
Part-3:
- Probabilistic Reasoning
- Introduction to Reinforcement Learning (RL)
- Multi-armed Bandit & Applications
- TD Learning & Application
- Q Learning, Application & Policy Gradient
Helpful Pre-requisites
- Deeply interested in learning about AI.
Logistics
Core Course: For B.Tech (4th Semester) students of Mehta Family School of Data Science and AI
Class Room: 5103 at Core 5, IIT Guwahati
Class Timings: Slot A (Mon 09:00-09:55 AM, Tue 09:00-09:55 AM, and Wed 09:00-09:55 AM); Lab: Tue 08:00-10:00 AM
Please visit this page regularly for updated information on the course.
Teaching Assistants
Shania H