Artificial Intelligence and its Scientific Applications

Course Number: DSE301/601

Dr. Parthiban Srinivasan
Adjunct Faculty, EECS Department, IISER Bhopal

Learning Objectives: To introduce students to the basic concepts of Artificial Intelligence, Machine Learning, Deep Learning and enable them to write computer programmes using this technique to solve problems in science and engineering.

Course Contents: Programming Basics; Neural Networks; Convolutional Neural Networks; Recurrent Neural Networks; Deep Learning Programming Tools (eg. TensorFlow and Pytorch); Deep Learning Strategies (Hyper-parameters and Tuning); Generative Adversarial Networks; Reinforcement Learning; Artificial Intelligence; Applications of Deep Learning and Artificial Intelligence in Science & Engineering