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OptimLib: a lightweight C++ library of numerical optimization methods for nonlinear functions

Stein Variational Gradient Descent ⭐ 261

code for the paper "Stein Variational Gradient Descent (SVGD): A General Purpose Bayesian Inference Algorithm"

Awesome Machine Learning Deep Learning Mathematics ⭐ 110

A curated list of mathematics documents ,Concepts, Study Materials , Algorithms and Codes available across the internet for machine learning and deep learning

Machine Learning In Python Workshop ⭐ 54

My workshop on machine learning using python language to implement different algorithms

Machine Learning ⭐ 53

In this repository, I will upload some projects I have been working on. These include building algorithms from scratch, as well as some applications of these.

Deep Rl Agents ⭐ 28

Gdlibrary ⭐ 27

Matlab library for gradient descent algorithms: Version 1.0.1

Dpml Benchmark ⭐ 26

This repository contains the codes for first large-scale investigation of Differentially Private Convex Optimization algorithms.

Sparsegdlibrary ⭐ 21

MATLAB library of gradient descent algorithms for sparse modeling: Version 1.0.3

Algorithm: Decentralized Parallel Stochastic Gradient Descent

Models By Example ⭐ 19

By-hand code for models and algorithms. An update to the 'Miscellaneous-R-Code' repo.

Weighted multiple-instance learning algorithm

Ml_from_scratch ⭐ 16

Implementation of basic ML algorithms from scratch in python...

Learning Music Features ⭐ 15

Dartmouth CS74 (Machine Learning) final project: implemented algorithm by Olshausen and Field (1996), ran on piano midi data.

Deep Learning ⭐ 13

Deep Learning section of the Algorithms in Machine Learning class at ISAE-Supaero

Easy to use high level python library for popular machine learning algorithms. Has in-built support for graphing and optimizers based in C++.

A collection of algorithms done in JavaScript with visual demos

D3 Gradient Descent ⭐ 8

D3.js | Visualization of the gradient descent algorithm for linear regression

Graddescent ⭐ 8

MATLAB implementation of Gradient Descent algorithm for Multivariate Linear Regression

Algorithms for compressed sensing in python

Paper Implementation Overview Gradient Descent Optimization Sebastian Ruder ⭐ 7

[Python] [arXiv/cs] Paper "An Overview of Gradient Descent Optimization Algorithms" by Sebastian Ruder

Ml Incr Sgd Regression ⭐ 6

Online regression via stochastic gradient descent (SGD).

Gradient Descent Variants ⭐ 6

My implementation of Batch, Stochastic & Mini-Batch Gradient Descent Algorithm using Python

Gradient Descent ⭐ 6

gradient-descent is a package that contains different gradient-based algorithms. The package purpose is to facilitate the user experience when using optimization algorithms.

Optimisation Algorithms ⭐ 6

A collection of the most commonly used Optimisation Algorithms for Data Science & Machine Learning

Rl Agents ⭐ 6

Ml Incr Binary Classification ⭐ 6

Incrementally perform binary classification using stochastic gradient descent (SGD).

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