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gradient-free-optimization

Here are 39 public repositories matching this topic...

Gradient-Free-Optimizers

SimonBlanke / Gradient-Free-Optimizers

Simple and reliable optimization with local, global, population-based and sequential techniques in numerical discrete search spaces.

machine-learning optimization constrained-optimization hyperparameter-optimization meta-heuristic simulated-annealing hill-climbing bayesian-optimization nelder-mead random-search particle-swarm-optimization evolution-strategies blackbox-optimization gradient-free-optimization tree-of-parzen-estimator hyperactive

UpdatedJun 17, 2025
Python

EMI-Group / evox

Distributed GPU-Accelerated Framework for Evolutionary Computation. Comprehensive Library of Evolutionary Algorithms & Benchmark Problems.

neuroevolution pytorch gym gpu-acceleration evolutionary-algorithms multi-objective-optimization ray black-box-optimization evolutionary-computation evolutionary-strategies metaheuristics jax evolutionary-optimization derivative-free-optimization gradient-free-optimization population-based-optimization brax evolutionary-reinforcement-learinig

UpdatedJun 20, 2025
Python

Evolutionary-Intelligence / pypop

[JMLR (CCF-A)] PyPop7: A Pure-Python LibrarY for POPulation-based Black-Box Optimization (BBO), especially *Large-Scale* variants (from evolutionary computation, swarm intelligence, statistics, operations research, machine learning, mathematical optimization, etc.). [https://jmlr.org/papers/v25/23-0386.html]

UpdatedJun 21, 2025
Python

Hzfinfdu / MPMP

ACL'2023: Multi-Task Pre-Training of Modular Prompt for Few-Shot Learning

natural-language-processing modular deep-learning multitask-learning few-shot-learning gradient-free-optimization prompt-learning black-box-tuning

UpdatedOct 24, 2022
Python

AndreiChertkov / ttopt

Gradient-free optimization method for multivariable functions based on the low rank tensor train (TT) format and maximal-volume principle.

optimization optimization-methods multidimensional-arrays tensor-decomposition discrete-optimization tensor-train gradient-free-optimization optimization-algorithm tensor-decomposition-algorithms tensor-trains

UpdatedJul 27, 2023
Python

anabatsh / PROTES

Gradient-free optimization method for the multidimensional arrays and discretized multivariate functions based on the tensor train (TT) format.

optimization multidimensional-arrays tensor-decomposition discrete-optimization tensor-train gradient-free-optimization

UpdatedApr 29, 2025
Python

SimonBlanke / optimization-tutorial

Tutorials for the optimization techniques used in Gradient-Free-Optimizers and Hyperactive.

visualization machine-learning tutorial optimization hyperparameter-optimization gradient-free-optimization hyperactive

UpdatedJun 28, 2024
Python

AroMorin / DNNOP

Deep Neural Network Optimization Platform with Gradient-based, Gradient-Free Algorithms

deep-neural-networks reinforcement-learning computer-vision deep-learning algorithms robotics openai-gym neuroevolution artificial-intelligence artificial-neural-networks gradient-descent optimization-algorithms nao-robot gradient-free-optimization gradient-based

UpdatedJan 13, 2020
Python

dizcza / MCMC_BinaryNet

Markov Chain Monte Carlo binary network optimization

pytorch mcmc pymc3 jags xnor-net binary-neural-networks gradient-free-optimization

UpdatedDec 16, 2021
Python

iabs-neuro / mango

🥭 MANGO: Maximization of neural Activation via Non-Gradient Optimization

neuroscience spiking-neural-networks tensor-train gradient-free-optimization neural-representations activation-maximization

UpdatedNov 7, 2024
Python

thieu1995 / EvoRBF

EvoRBF: A Nature-inspired Algorithmic Framework for Evolving Radial Basis Function Networks

machine-learning neural-network genetic-algorithm regression classification evolutionary-algorithms local-search particle-swarm-optimization radial-basis-function swarm-intelligence global-search nature-inspired-algorithms metaheuristic-algorithms gradient-free-optimization whale-optimization-algorithm radial-basis-function-network mealpy gradient-free-rbf

UpdatedJun 5, 2025
Python

Catastropha / pydemic

Gradient free reinforcement learning for PyTorch

reinforcement-learning neural-networks gradient-free-optimization

UpdatedSep 19, 2019
Python

blockwise-direct-search / bds

Blockwise Direct Search (MATLAB version)

optimization matlab optimization-methods numerical-optimization derivative-free-optimization gradient-free-optimization zeroth-order-optimization

UpdatedJun 21, 2025
MATLAB

NREL / soogo

Surrogate-based 0-th Order Global Optimization for black-box problems.

ai black-box-optimization optimization-algorithms expensive-to-evaluate-functions surrogate-based-optimization gradient-free-optimization

UpdatedMay 19, 2025
Python

inikishev / torchzero

Modular optimization library for PyTorch.

optimization pytorch gradient-descent optimization-algorithms newton-raphson second-order-optimization derivative-free-optimization gradient-free-optimization zeroth-order-optimization optimizers grafting gradient-approximations first-order-optimization

UpdatedJun 21, 2025
Python

Jiangyan-Zhao / EPBO

Implementation code for the paper "Bayesian Optimization via Exact Penalty"

global-optimization bayesian-optimization gradient-free-optimization constrained-bayesian-optimization

UpdatedFeb 29, 2024
R

sukiboo / smoothing_based_optimization

Implementation of smoothing-based optimization algorithms

optimization gaussian-smoothing gradient-free-optimization smoothing-methods

UpdatedNov 3, 2023
Python

StatNLP / sparse_szo

Sparse Perturbations for Improved Convergence in Stochastic Zeroth-Order Optimization

gradient-free-optimization zeroth-order-optimization

UpdatedJan 18, 2021
Python

Elktrn / Gradient-Free-Reinforcement-Learning-solving-Openai-gym-LunarLanderV2-by-Evolution-Strategy-python

Gradient Free Reinforcement Learning solving Openai gym LunarLanderV2 by Evolution Strategy (Genetic Algorithm)

genetic-algorithm pytorch dqn evolutionary-algorithms openai-gym-environment reinfrocement-learning lunarlander-v2 gradient-free-optimization

UpdatedFeb 22, 2025
Jupyter Notebook

QiqiDuan257 / evopt-lso

A pure-MATLAB library of EVolutionary (population-based) OPTimization for Large-Scale black-box continuous Optimization (evopt-lso).

matlab evolutionary-algorithms black-box-optimization evolutionary-computation random-search matlab-library evolution-strategies benchmark-functions cma-es evolutionary-computing test-functions large-scale-optimization derivative-free-optimization gradient-free-optimization zeorth-order-optimization direct-search

UpdatedAug 17, 2019
MATLAB

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