Please find the lastest curriculum here
Pleae find the lastest Academics handbook here
Semester 1 | Credits |
AI5000 | Foundations of Machine Learning | 3 |
AI5030 | Probability and Stochastic Processes | 3 |
MA4020 | Linear Algebra | 3 |
AI5005 | Advanced Data Structures and Algorithms | 3 |
AI5001 | Introduction to Modern AI | 1 |
| Total | 13 |
Semester 2 | Credits |
AI5100 | Deep Learning | 3 |
| AI/ML Electives (baskets below) | 8 |
AI5301 | M.Tech Thesis (TA) stage - I | 2 |
| Total | 13 |
Summer | Credits |
AI5302 | MTech Thesis(TA) stage - II | 2 |
| Total | 2 |
Semester 3 | Credits |
AI5303 | MTech Thesis (TA) stage - III | 10 |
| Total | 10 |
Semester 4 | Credits |
AI5304 | MTech Thesis (TA) stage - IV | 10 |
| Total | 10 |
Summary of Credits |
Core Theory | 16 |
Department Core | 8 |
Thesis | 24 |
Total | 48 |
AI Electives
Course | Credits |
Intro to Statistical Learning Theory | 1 |
Kernel Methods | 1 |
Sequence Models | 1 |
Bayesian Data Analysis | 1 |
Non-linear Control Techniques | 1 |
Optimisation Methods in Machine Learning/Convex Optimization | 3 |
Information Theory and Coding | 3 |
Stochastic Processes for Machine Learning | 1 |
Introduction to Submodular Functions | 1 |
Artificial Intelligence | 2 |
Course | Credits |
Information Retrieval | 3 |
Natural Language processing | 3 |
Data Mining | 3 |
Text Processing | 3 |
| |
Computer Vision | 3 |
Speech Systems | 3 |
Image and Video Processing | 3 |
Surveillance Video Analytics, Visual Big data analytics, Video content analysis | 3 |
Computer Vision for Autonomous Vehicle Technology | 3 |
| |
Parallel & Concurrent Programming | 3 |
Distributed Computing | 3 |