Merge branch 'main' of github.com:sakshikakde/CMSC764-Advance-Numeric…

…al-Optimization into main

README.md

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 2) Problem 2 : ReLU layer.
 3) Problem 3 : Cross Entropy.
 4) problem 4 : Bias layer.
+## Homework 5 : Convex Functions  
+1) Problem 1 : Check if the functions are convex.
+2) Problem 2 : Verify properties of convex functions.
+3) Problem 3 : Quasi convex
+## Homework 6 : Gradient methods and Duality
+1) Problem 1 : Gradient descent: GD, Barzilai-Borwein, Nestrov
+2) Problem 2 : Image denoising
+3) Problem 3 : The dual
+4) Problem 4 : Linear programming example
+## Homework 7 : Splitting Methods 
+1) Problem 1 : Forward-backward splitting
+2) Problem 2 : Netflix problem
+
 
 ## Fun Projects
 1) Image recovery using Total-Variation denoising objective.