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M. Tech (Machine Learning and Computing)

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Academic Curricula

Sem. I
Code Course Title L T P C
MA611 Optimization Techniques 3 0 0 3
MA613 Data Mining 3 0 0 3
MA617 Numerical Linear Algebra 3 0 0 3
MA618 Foundations of Machine Learning 3 0 0 3
E01 Elective I 3 0 0 3
MA632 Data Modeling Lab I 0 0 6 2
MA633 Data Mining Lab 0 0 3 1
MA634 Foundations of Machine Learning Lab 0 0 3 1
Total 15 0 12 19
Sem. II
Code Course Title L T P C
MA624 Advanced Machine Learning 3 0 0 3
MA625 Statistical Models and Analysis 3 0 0 3
E02 Elective II 3 0 0 3
E03 Elective IIl 3 0 0 3
E04 Elective IV 3 0 0 3
MA642 Data Modeling Lab II 0 0 6 2
MA643 Statistical Modeling Lab 0 0 3 1
MA644 Advanced Machine Learning Lab 0 0 3 1
Total 15 0 12 19
Sem. III
Code Course Title L T P C
MA851 Seminar 0 0 0 1
MA852 Project Work 0 0 0 14
Total 0 0 0 15
Sem. IV
Code Course Title L T P C
MA853 Project Work 0 0 0 17
Total 0 0 0 17
Electives
Code Course Title L T P C
MA869 Discrete Mathematics and Graph Theory 3 0 0 3
N/A Introduction to Parallel Programming 3 0 0 3
N/A Introduction to Internet of Things 3 0 0 3
AVD614 Image and Video Processing 3 0 0 3
MA871 Advanced Kernel Methods 3 0 0 3
MA872 Advanced Optimization 3 0 0 3
AVD864 Computer Vision 3 0 0 3
MA873 Graphical and Deep Learning Models 3 0 0 3
MA867 Reinforcement Learning 3 0 0 3
MA874 Theory of Algorithms 3 0 0 3
MA875 Topological Data Analysis 3 0 0 3
N/A Cloud Computing 3 0 0 3
Total 36 0 0 36

Syllabus Archive

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