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Implementation of Convex Optimization algorithms

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Convex-Optimization

This Repo consist of the assignments of 'Convex Optimization' course by Professor Francesco Orabona offered in Spring 2018 at StonyBrook University

Assignment 1

Gradient descent
Bi-section method
Backtracking line search

Assignment 2

BFGS algorithm

Assignment 3

Optimized the linear programming problem

Assignment 4

Subgradient Descent
Stochastic subgradient descent
Stochastic Adagrad

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Implementation of Convex Optimization algorithms

linear-programming convex-optimization adagrad gradient-descent-algorithm subgradient

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