MTech Curriculum (2 year)

Semester I
Course ID Course Name Credits
EE5817 Random Variables 1
EE5827 Random Processes 2
CS6013 Advanced Data Structures and Algorithms 3
EE5609 Matrix Theory 3
EE5600 Introduction to AI & ML 1
EE5601 Representation Learning 1
EE5602 Probabilistic Graphical Models 1
Total 12


Semester II
Course ID Course Name Credits
EE5603 Concentration Inequalities 1
EE5604 Introduction to Statistical Learning Theory 1
EE5605 Kernel Methods 1
EE5237 Optimization 1
EE5606 Convex Optimization 2
EE5607 ML - Hardware Implementation 1
EE6337 Deep Learning 1
EE5608 Sequence Modelling 1
EE/CS/MA Core Electives 3
EE5815 MTech Thesis Stage - I 2
Total 14


Summer Semester
Course ID Course Name Credits
EE5825 MTech Thesis Stage - II 2
Total 2


Summer Semester
Course ID Course Name Credits
EE5835 MTech Thesis Stage - III 2
Total 10


Semester IV
Course ID Course Name Credits
EE5845 MTech Thesis Stage - IV 10
Total 10


Electives

Tentative List of Electives (CSE)
Course ID Course Name Credits
CS6420 Bayesian Data Analysis 3
CS6460 Introduction to Deep Learning for Vision 3
CS6230 Optimization Methods in Machine Learning 3
CS6220 Computer Vision 3
CS6450 Advanced Topics in Computer Vision 3
CS6420 Bayesian Data Analysis 3
CS6360 Advanced Topics in Machine Learning 3
CS6390 Enabling Large Scale Data Analytics: From Theoretical Foundations to Practice 3
CS6370 Information Retrieval 3
CS6210 Advanced Machine Learning 3
CS5330 Introduction to Statistical Natural Language Processing 3
CS5270 Numerical linear algebra for data analysis 3


Tentative List of Electives (EE)
Course ID Course Name Credits
EE6337 Deep Learning 1
EE5327 Optimization 1
EE7710 Probabilistic Models of the Brain 3
EE6307 Speech Systems 3
EE7320 Immersive Multimedia 3
EE7380 Monte Carlo Inference on Bayesian Network 3
EE5360 Practical Challenges in Image Analysis 3


Tentative List of Electives (MA)
Course ID Course Name Credits
MA6040 Fuzzy logic connectives 3
MA6060 Redundant and sparse representations 3
MA5020 Functional analysis 3
MA6080 Measure theoretic probability 3
MA5050 Mathematical methods 3
MA5040 Topology 3
MA6100 Mathematics behind machine learning 3
MA5120 Numerical Linear Algebra 3