Akademik Dersler - İçerik

Weeks	Topics
Week - 1	Optimization, machine learning and convexity
Week - 2	Convex optimization for machine learning
Week - 3	General formulation of machine learning problems and machine learning problem: Support Vector Machines
Week - 4	Machine learning problem: Support Vector Machines
Week - 5	Machine learning problem: Logistic Regression
Week - 6	Gradient decent method
Week - 7	Line search in gradient descent method
Week - 8	Stochastic gradient descent method
Week - 9	Noise reduction methods
Week - 10	Adaptive methods
Week - 11	Convergence analysis of first-order methods
Week - 12	Second-order methods
Week - 13	Stochastic BFGS and L-BFGS methods
Week - 14	Convergence analysis of second-order methods