Popular GitHub Repositories for Convex Optimization

Portfolio optimization with deep learning.

Awesome Multitask Learning Resources

Input Convex Neural Networks

Working files for the textbook project "Machine Learning. The Basics"

Certifiable Outlier-Robust Geometric Perception

LipSDP - Lipschitz Estimation for Neural Networks

A C++ toolkit for Convex Optimization (Logistic Loss, SVM, SVR, Least Squares etc.), Convex Optimization algorithms (LBFGS, TRON, SGD, AdsGrad, CG, Nesterov etc.) and Classifiers/Regressors (Logistic Regression, SVMs, Least Squares Regression etc.)

Regularized Composite ReLU-ReHU Loss Minimization with Linear Computation and Linear Convergence

Convex optimization course for AI (ex Ozon) Masters

Fusion of federated leaerning algorithm and reconfigurable intelligent surface from 6G

This project presents a comparative analysis between the Firefly Optimization Algorithm (FOA) and the classical approach of gradient descent in optimizing a Neural Network.

Implementation of trainlm in Matlab that uses the Levenberg_Marquardt backpropagation for training neural networks.