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Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Quadratic, Convex, Mixed-Integer, and Nonlinear Optimization in one simple, fast, and differentiable inte...
Created
2020-05-06
2,095 commits to master branch, last one 2 days ago
PRIMA is a package for solving general nonlinear optimization problems without using derivatives. It provides the reference implementation for Powell's derivative-free optimization methods, i.e., COBY...
Created
2020-06-10
5,345 commits to main branch, last one 25 days ago
Distributed GPU-Accelerated Framework for Evolutionary Computation. Comprehensive Library of Evolutionary Algorithms & Benchmark Problems.
gym
jax
ray
brax
metaheuristics
neuroevolution
gpu-acceleration
black-box-optimization
evolutionary-algorithms
evolutionary-strategies
evolutionary-computation
evolutionary-optimization
gradient-free-optimization
derivative-free-optimization
multi-objective-optimization
population-based-optimization
evolutionary-reinforcement-learinig
Created
2022-07-27
1,226 commits to main branch, last one a day ago
[JMLR-2024] PyPop7: A Pure-Python Library for POPulation-based Black-Box Optimization (BBO), especially their *Large-Scale* versions/variants (-> evolutionary algorithms/swarm-based optimizers/pattern...
direct-search
random-search
genetic-algorithms
global-optimization
evolution-strategies
black-box-optimization
differential-evolution
nonlinear-optimization
numerical-optimization
continuous-optimization
evolutionary-algorithms
optimization-algorithms
large-scale-optimization
zeroth-order-optimization
gradient-free-optimization
particle-swarm-optimization
consensus-based-optimization
derivative-free-optimization
population-based-optimization
estimation-of-distribution-algorithms
Created
2021-01-26
7,706 commits to main branch, last one 2 days ago
Elo ratings for global black box derivative-free optimizers
Created
2020-10-23
300 commits to main branch, last one 9 months ago
NOMAD - A blackbox optimization software
Created
2019-12-17
695 commits to master branch, last one 2 months ago
Toolbox for gradient-based and derivative-free non-convex constrained optimization with continuous and/or discrete variables.
optimization
metaheuristics
global-optimization
bayesian-optimization
discrete-optimization
nonlinear-programming
black-box-optimization
nonlinear-optimization
evolutionary-algorithms
implicit-differentiation
interior-point-optimizer
semidefinite-programming
automatic-differentiation
augmented-lagrangian-method
gradient-based-optimisation
method-of-moving-asymptotes
derivative-free-optimization
surrogate-assisted-optimization
mixed-integer-nonlinear-programming
Created
2021-02-14
246 commits to master branch, last one 9 months ago
Powell's Derivative-Free Optimization solvers.
bobyqa
cobyla
lincoa
matlab
newuoa
powell
python
uobyqa
fortran
simulation
optimization
blackbox-optimization
nonlinear-optimization
numerical-optimization
optimization-algorithms
constrained-optimization
zeroth-order-optimization
unconstrained-optimization
derivative-free-optimization
simulation-based-optimization
Created
2020-04-19
536 commits to main branch, last one 16 days ago