CSE/IT

Algorithms, systems and software engineering for building AI products.

All levels Beginner Advanced Expert

Beginner

Start here. No background needed beyond school maths.

Harvard's course on search, knowledge, uncertainty, optimisation, learning, neural networks and language, with Python projects.

Harvard University (CS50)

Once the basics are comfortable.

Prof. Mausam's course on search, logic, probabilistic reasoning, planning and learning for computer science students.

NPTEL / IIT Delhi

Prof. Deepak Khemani's course on state-space search, heuristics, game playing and constraint satisfaction.

NPTEL / IIT Madras

A practical NPTEL course taught by a Google engineer on building, training and deploying models with TensorFlow.

NPTEL / Google

Berkeley's AI course with lecture notes and the well-known Pac-Man projects on search, games and reinforcement learning.

UC Berkeley

Research-level depth and specialist material.

Prof. Balaraman Ravindran's course on bandits, Markov decision processes, dynamic programming, TD learning and policy gradients.

NPTEL / IIT Madras