IT304
Course Name:
Optimization Techniques (IT304)
Programme:
B.Tech (AI)
Semester:
Fourth
Category:
Programme Core (PC)
Credits (L-T-P):
(3-0-2) 4
Content:
Introduction to Optimization, Convex Sets, Convex Functions, Lagrange Duality, Convex Optimization Algorithms, Second-order cone models, Semidefinite programming, Semi-infinite programming, Minimax, Sublinear algorithms, Interior Point Methods, Active set, Stochastic gradient, Coordinate descent, Cutting planes method, Applications to Image/Video/Multimedia Processing
References:
Suvrit Sra, Sebastian Nowozin and Stephen J. Wright Optimization for machine learning. MIT Press, 2012.
Roberto Battiti, Mauro Brunato. The LION Way: Machine Learning plus Intelligent Optimization. Createspace Independent Pub, 2014
Department:
Information Technology