gradient-free-optimization

There are 2 repositories under gradient-free-optimization 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.
bayesian-optimization blackbox-optimization constrained-optimization evolution-strategies gradient-free-optimization hill-climbing hyperactive hyperparameter-optimization machine-learning meta-heuristic nelder-mead optimization particle-swarm-optimization random-search simulated-annealing tree-of-parzen-estimator
Language:Python 1127
Evolutionary-Intelligence / pypop
PyPop7: A Pure-Python Library for POPulation-based Black-Box Optimization (BBO), especially their *Large-Scale* versions/variants (evolutionary algorithms/swarm-based optimizers/pattern search/...). [https://pypop.rtfd.io/]
global-optimization black-box-optimization large-scale-optimization population-based-optimization evolutionary-algorithms random-search zeroth-order-optimization gradient-free-optimization derivative-free-optimization continuous-optimization direct-search optimization-algorithms numerical-optimization evolution-strategies metaheuristics nonlinear-optimization particle-swarm-optimization differential-evolution genetic-algorithms estimation-of-distribution-algorithms
Language:Python 187
EMI-Group / evox
Distributed GPU-Accelerated Framework for Evolutionary Computation. Comprehensive Library of Evolutionary Algorithms & Benchmark Problems.
evolutionary-algorithms neuroevolution gpu-acceleration ray brax derivative-free-optimization evolutionary-optimization evolutionary-reinforcement-learinig gradient-free-optimization jax metaheuristics multi-objective-optimization population-based-optimization gym black-box-optimization evolutionary-computation evolutionary-strategies
Language:Python 167
Hzfinfdu / MPMP
ACL'2023: Multi-Task Pre-Training of Modular Prompt for Few-Shot Learning
black-box-tuning deep-learning few-shot-learning gradient-free-optimization modular multitask-learning natural-language-processing prompt-learning
Language:Python 39
AndreiChertkov / ttopt
Gradient-free optimization method for multivariable functions based on the low rank tensor train (TT) format and maximal-volume principle.
discrete-optimization gradient-free-optimization multidimensional-arrays optimization optimization-algorithm optimization-methods tensor-decomposition tensor-decomposition-algorithms tensor-train tensor-trains
Language:Python 28
anabatsh / PROTES
Gradient-free optimization method for the multidimensional arrays and discretized multivariate functions based on the tensor train (TT) format.
discrete-optimization gradient-free-optimization multidimensional-arrays optimization tensor-decomposition tensor-train
Language:Python 23
SimonBlanke / optimization-tutorial
Tutorials for the optimization techniques used in Gradient-Free-Optimizers and Hyperactive.
gradient-free-optimization hyperactive hyperparameter-optimization machine-learning optimization tutorial visualization
Language:Python 18
AroMorin / DNNOP
Deep Neural Network Optimization Platform with Gradient-based, Gradient-Free Algorithms
optimization-algorithms algorithms deep-learning deep-neural-networks robotics computer-vision artificial-intelligence artificial-neural-networks gradient-free-optimization neuroevolution gradient-based gradient-descent nao-robot openai-gym reinforcement-learning
Language:Python 11
dizcza / MCMC_BinaryNet
Markov Chain Monte Carlo binary network optimization
mcmc binary-neural-networks xnor-net pytorch jags pymc3 gradient-free-optimization
Language:Python 9
iabs-neuro / mango
🥭 MANGO: Maximization of neural Activation via Non-Gradient Optimization
activation-maximization gradient-free-optimization neural-representations spiking-neural-networks tensor-train neuroscience
Language:Python 8
Catastropha / pydemic
Gradient free reinforcement learning for PyTorch
gradient-free-optimization neural-networks reinforcement-learning
Language:Python 5
thieu1995 / EvoRBF
EvoRBF: Evolving Radial Basis Function Network by Intelligent Nature-inspired Algorithms
classification evolutionary-algorithms genetic-algorithm global-search gradient-free-optimization local-search machine-learning mealpy metaheuristic-algorithms nature-inspired-algorithms neural-network particle-swarm-optimization radial-basis-function radial-basis-function-network regression swarm-intelligence whale-optimization-algorithm gradient-free-rbf
Language:Python 5
AndreiChertkov / tetradat
Black-box adversarial attacks on deep neural networks with tensor train (TT) decomposition and PROTES optimizer.
adversarial-attacks adversarial-examples attribution-model black-box-optimization gradient-free-optimization neural-network tensor-train tensor-trains
Language:Python 2
danielkelshaw / PySwallow
Particle Swarm Optimiser
gradient-free-optimization machine-learning metaheuristics optimisation particle-swarm-optimiser pso
Language:Python 2
liacov / OPTproj
Zeroth order Frank Wolfe algorithm. Project for the Optimization for Data Science exam.
frank-wolfe gradient-free-optimization
Language:Jupyter Notebook 2
MohammadAsadolahi / 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)
dqn evolutionary-algorithms genetic-algorithm gradient-free-optimization lunarlander-v2 openai-gym-environment pytorch reinfrocement-learning
Language:Jupyter Notebook 2
QiqiDuan257 / evopt-lso
A pure-MATLAB library of EVolutionary (population-based) OPTimization for Large-Scale black-box continuous Optimization (evopt-lso).
matlab matlab-library evolutionary-computation evolutionary-computing evolutionary-algorithms black-box-optimization derivative-free-optimization zeorth-order-optimization gradient-free-optimization large-scale-optimization random-search cma-es benchmark-functions test-functions evolution-strategies direct-search
Language:MATLAB 2
StatNLP / sparse_szo
Sparse Perturbations for Improved Convergence in Stochastic Zeroth-Order Optimization
zeroth-order-optimization gradient-free-optimization
Language:Python 2
ayushkarnawat / profit
Exploring evolutionary protein fitness landscapes
protein-structure protein-sequences fitness-landscape protein-evolution nlp-machine-learning pytorch bayesian-inference semi-supervised-learning optimization gradient-free-optimization active-learning
Language:Python 1
jbrea / SimultaneousPerturbationStochasticApproximation.jl
A Julia implementation of Simultaneous Perturbation Stochastic Approximation
optimization optimisation gradient-free-optimization gradient-free spsa
Language:Julia 1
QiqiDuan257 / pop-lsbbo
A pure-MATLAB library for POPulation-based Large-Scale Black-Box Optimization (pop-lsbbo).
matlab-library population-based-optimization large-scale-optimization black-box-optimization derivative-free-optimization optimization-without-derivatives gradient-free-optimization zeroth-order-optimization simulation-based-optimization direct-search model-based-optimization
Language:MATLAB 1
SimonBlanke / Surfaces
A collection and visualization of single objective black-box functions for optimization benchmarking.
gradient-free-optimization objective-functions black-box-optimization optimization test-functions python hyperactive
Language:Python 1
sukiboo / smoothing_based_optimization
Implementation of smoothing-based optimization algorithms
gaussian-smoothing gradient-free-optimization optimization smoothing-methods
Language:Python 1
hondoRandale / SimpleFWA.jl
fireworks swarm optimization - efficient derivative free solver.
optimization meta-l gradient-free-optimization metaheuristic machinelearning stochastic-optimization
Language:CSS 0
Jiangyan-Zhao / EPBO
Implementation code for the paper "Bayesian Optimization via Exact Penalty"
bayesian-optimization constrained-bayesian-optimization global-optimization gradient-free-optimization
Language:R 0
libprima / .github
PRIMA: Reference Implementation for Powell's methods with Modernization and Amelioration
optimization powell blackbox-optimization cobyla constrained-optimization derivative-free-optimization nonlinear-optimization numerical-optimization simulation-based-optimization unconstrained-optimization bobyqa lincoa matlab newuoa uobyqa python modern-fortran gradient-free-optimization zeroth-order-optimization
0
qq-me / torchzero
0th order optimizers, gradient chaining, random gradient approximation
derivative-free gradient-free pytorch pytorch-optimizers optimizers gradient-chaining gradient-approximation zeroth-order 0th-order derivative-free-optimization gradient-free-optimization zeroth-order-optimization
Language:Python 0
trtsl / MadamOpt
Gradient-free online optimization loosely based on Adaptive Moment Estimation (Adam)
gradient-free-optimization online-learning adam-optimizer
Language:Julia 0
marmakoide / eskit
ESKit is a portable library written in C, that provides implementations of some self-adaptive evolution strategies
cmaes evolution-strategies evolutionary-algorithms gradient-free-optimization numerical-optimization
Language:C
petomuro / Snake-RL
Snake RL - Reinforcement Learning that solves the Snake game. RL was implemented by Gradient-Free-Optimizers library available for Python, neural networks was created in Keras and game was created in Pygame.
python gradient-free-optimization keras neural-network pygame
Language:Python
petomuro / Snake-SL
Snake SL - Supervised Learning that solves the Snake game. SL was implemented by Gradient-Free-Optimizers library available for Python, neural networks was created in Keras and game was created in Pygame.
gradient-free-optimization keras neural-network pygame python
Language:Python
qihongl / demo-random-search-RL
a minimal implementation of the random search algorithm for reinforcement learning.
reinforcement-learning random-search gradient-free-optimization
Language:Jupyter Notebook
sukiboo / mollifier_smoothing
Numerical optimization via mollifier smoothing
optimization smoothing-methods mollifier-smoothing gradient-free-optimization
Language:Python
zsxkib / NAT-CW2
Particle Swarm Optimisation, Genetic Algorithm/Programming for (Gradient-Free) Neural Network Optimisation
particle-swarm-optimisation genetic-algorithm genetic-programming natural-computing gradient-free-optimization pso ga gp
Language:Jupyter Notebook