derivative-free-optimization

There are 56 repositories under derivative-free-optimization topic.

  • SciML/Optimization.jl

    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 interface.

    Language:Julia7411530483

  • libprima/prima

    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., COBYLA, UOBYQA, NEWUOA, BOBYQA, and LINCOA. PRIMA means Reference Implementation for Powell's methods with Modernization and Amelioration, P for Powell.

    Language:Fortran32338444

  • EMI-Group/evox

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

    Language:Python22653037

  • Evolutionary-Intelligence/pypop

    [***JMLR-2024***] PyPop7: A Pure-Python Library for POPulation-based Black-Box Optimization (BBO), especially *Large-Scale* versions/variants (e.g., evolutionary algorithms, swarm-based optimizers, pattern search, and random search, etc.). [Citation: https://jmlr.org/papers/v25/23-0386.html (***CCF-A***)]

    Language:Python22261035
  • humpday

    microprediction/humpday

    Elo ratings for global black box derivative-free optimizers

    Language:Python13363018

  • bbopt/nomad

    NOMAD - A blackbox optimization software

    Language:C++12077623

  • JuliaNonconvex/Nonconvex.jl

    Toolbox for gradient-based and derivative-free non-convex constrained optimization with continuous and/or discrete variables.

    Language:Julia11458810
  • pdfo

    pdfo/pdfo

    Powell's Derivative-Free Optimization solvers.

    Language:Fortran9972226

  • ossamaAhmed/blackbox_mpc

    Sampling based Model Predictive Control package for Model-Based RL research

    Language:Python51247

  • SimpleArt/spsa

    A simple implementation of SPSA with automatic learning rate tuning

    Language:Python32110

  • jbrea/CMAEvolutionStrategy.jl

    A julia implementation of the CMA Evolution Strategy for derivative-free optimization of potentially non-linear, non-convex or noisy functions over continuous domains.

    Language:Julia298110

  • KonstantinRiedl/CBOGlobalConvergenceAnalysis

    Numerical illustration of a novel analysis framework for consensus-based optimization (CBO) and numerical experiments demonstrating the practicability of the method

    Language:MATLAB18114

  • SimpleArt/pyroot

    Python library for root-finding in one dimension

    Language:Python13311

  • relf/cobyla

    COBYLA optimizer for Rust

    Language:Rust11341

  • caesarcai/ZORO

    Zeroth-Order Regularized Optimization (ZORO): Approximately Sparse Gradients and Adaptive Sampling

    Language:Python9216

  • bbopt/sgtelib

    Surrogate model library for Derivative-Free Optimization

    Language:C++8715

  • optiprofiler/optiprofiler

    Benchmarking optimization solvers.

    Language:Python70111

  • Ahmed-Bayoumy/OMADS

    OMADS - A blackbox optimization python package

    Language:Python5210

  • BerlinerA/DSVAE-NES

    This repository contains the official PyTorch implementation of the paper: "Learning Discrete Structured VAE using NES".

    Language:Python4204

  • KonstantinRiedl/CBOSaddlePoints

    A consensus-based optimization methods for saddle point problems (CBO-SP)

    Language:MATLAB3100

  • KonstantinRiedl/PSOAnalysis

    Numerical analysis of Particle Swarm Optimization (PSO) and numerical experiments demonstrating the practicability of the method

    Language:MATLAB3101

  • ralna/MJDP_software

    Optimization software by Professor M. J. D. Powell

    Language:Fortran3525

  • 0x4249/NNAIF

    Python code for running the numerical experiments in the paper "Neural Network Accelerated Implicit Filtering: Integrating Neural Network Surrogates With Provably Convergent Derivative Free Optimization Methods" by Brian Irwin, Eldad Haber, Raviv Gal, and Avi Ziv.

    Language:Jupyter Notebook2200

  • blockwise-direct-search/bds

    Blockwise Direct Search (MATLAB version)

    Language:MATLAB237711

  • dhchenx/Catla

    The Catla Project

    Language:Java2300

  • QiqiDuan257/evopt-lso

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

    Language:MATLAB2000

  • QiqiDuan257/pop-lsbbo

    A pure-MATLAB library for POPulation-based Large-Scale Black-Box Optimization (pop-lsbbo).

    Language:MATLAB2000

  • VCL3D/nevergrad

    Nevergrad Optimizer Benchmarking for 3D Performance Capture

    Language:Python2100

  • Ahmed-Bayoumy/SLML

    Statistical learning models library for blackbox optimization

    Language:Python1300

  • asyncde/asyncde

    Asynchronous Differential Evolution

    Language:C++1100

  • equipez/prima

    This is a mirror of https://github.com/libprima/prima.

    Language:Fortran1001

  • Realife-Brahmin/WSU-Convex-Nonlinear-Nonsmooth-Analysis-and-Optimization

    Convex, Nonsmooth, Nonlinear Optimization Solver and Problems

    Language:Julia1180

  • s-prima/prima

    This is a mirror of https://github.com/libprima/prima.

    Language:Fortran1000

  • thieu1995/deforce

    deforce: Derivative-Free Algorithms for Optimizing Cascade Forward Neural Networks

    Language:Python1202

  • vtopt/vtdirect95

    Serial and Parallel Codes for the Global Optimization Algorithm DIRECT

    Language:Fortran1100

  • zaikunzhang/prima

    This is a mirror of https://github.com/libprima/prima.

    Language:Fortran1000