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The Top 20 Optimization Algorithms Gradient Descent Open Source Projects

Open source projects categorized as Optimization Algorithms Gradient Descent
Categories > Machine Learning > Gradient Descent
Categories > Machine Learning > Optimization Algorithms
Cppnumericalsolvers ⭐ 766
a lightweight C++17 library of numerical optimization methods for nonlinear functions (Including L-BFGS-B for TensorFlow)
most recent commit 2 years ago
Optim ⭐ 726
OptimLib: a lightweight C++ library of numerical optimization methods for nonlinear functions
most recent commit 4 months ago
Nmflibrary ⭐ 201
MATLAB library for non-negative matrix factorization (NMF): Version 2.1
most recent commit 2 years ago
Uno ⭐ 124
A next-generation solver for nonlinearly constrained nonconvex optimization. Modular and lightweight, it unifies iterative methods (SQP vs interior points) and globalization techniques (filter method vs merit function, line search vs trust region method) in a single framework. Competitive against IPOPT, filterSQP, SNOPT, MINOS and CONOPT
most recent commit 3 months ago
Machine Learning In Python Workshop ⭐ 54
My workshop on machine learning using python language to implement different algorithms
most recent commit 4 years ago
Jensen ⭐ 39
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.)
most recent commit 2 years ago
Jensen ⭐ 30
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.)
most recent commit 6 years ago
Gdlibrary ⭐ 27
Matlab library for gradient descent algorithms: Version 1.0.1
most recent commit 6 years ago
Sopt ⭐ 26
sopt:A simple python optimization library
most recent commit 6 years ago
Ml Optimizers Jax ⭐ 23
Toy implementations of some popular ML optimizers using Python/JAX
most recent commit 3 years ago
Fmin_adam ⭐ 21
Matlab implementation of the Adam stochastic gradient descent optimisation algorithm
most recent commit 7 years ago
Sparsegdlibrary ⭐ 21
MATLAB library of gradient descent algorithms for sparse modeling: Version 1.0.3
most recent commit 5 years ago
Intro_to_dl_tutorial ⭐ 11
Material for introduction to Deep Learning Tutorials, Summer '20, '21
most recent commit 3 years ago
Gradientdescent_implementation ⭐ 8
Implement different variants of gradient descent in python using numpy
most recent commit 5 years ago
Msai Optimization ⭐ 8
Optimization course for MSAI at MIPT
most recent commit a year ago
Mindseye ⭐ 8
Neural Networks in Java 8 with CuDNN and Aparapi
most recent commit 5 years ago
Paper Implementation Overview Gradient Descent Optimization Sebastian Ruder ⭐ 7
[Python] [arXiv/cs] Paper "An Overview of Gradient Descent Optimization Algorithms" by Sebastian Ruder
most recent commit 5 years ago
Optimisation Algorithms ⭐ 6
A collection of the most commonly used Optimisation Algorithms for Data Science & Machine Learning
dependent packages 1total releases 5most recent commit 5 months agopypi optimisation-algorithms} Downloads
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.
most recent commit 3 years ago
Gradient Descent Optimization ⭐ 5
a python script of a function summarize some popular methods about gradient descent
most recent commit 3 years ago
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