Academic Curriculum Semester Details | IIST

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Postgraduate - M.Tech. in Machine Learning and Computing

Academic Curricula

Sem. I
Sem. II
Sem. III
Sem. IV
Electives

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
MA 618	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

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 III	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

Code	Course Title	L	T	P	C
MA851	Seminar	0	0	0	1
MA852	Project Work - Phase I	0	0	0	14
	Total	0	0	0	15

Code	Course Title	L	T	P	C
MA853	Project Work - Phase II	0	0	0	17
	Total	0	0	0	17

Code	Course Title	L	T	P	C
MA869	Discrete Mathematics and Graph Theory	3	0	0	3
	Introduction to Internet of Things	3	0	0	3
	Introduction to Parallel Programming	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
	Cloud Computing	3	0	0	3

Click on Code or Course Title to get the full syllabus
L – Lectures (hours per week); T – Tutorials (hours per week); P – Practicals (hours per week); C – Credits
For older versions of the Curriculum / Syllabus please refer below