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global-optimization-algorithms

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dme65 /pySOT

Surrogate Optimization Toolbox for Python

asynchronous optimization global-optimization black-box-optimization gaussian-processes bayesian-optimization radial-basis-function global-optimization-algorithms surrogate-models surrogate-based-optimization

UpdatedOct 27, 2021
Jupyter Notebook

biteopt

avaneev /biteopt

Derivative-Free Global Optimization Algorithm (C++, Python binding) - Continuous, Discrete, TSP, NLS, MINLP

optimization genetic-algorithm hyperparameter-optimization evolutionary-algorithms global-optimization constraint-programming meta-heuristic optimization-methods differential-evolution optimization-tools black-box-optimization optimization-algorithms integer-programming global-optimization-algorithms stochastic-optimizers metaheuristics discrete-optimization mixed-integer-programming mathematical-programming mathematical-optimization

UpdatedFeb 5, 2025
C++

aimclub /iOpt

Framework of intelligent optimization methods iOpt

hyperparameter-optimization global-optimization global-optimization-algorithms parameter-tuning global-optimizers

UpdatedMay 12, 2025
Python

latture /pallas-solver

Global optimization algorithms written in C++

cpp optimization-algorithms ceres global-optimization-algorithms candidate-solutions

UpdatedApr 13, 2021
C++

aresio /fst-pso

A settings-free global optimization method based on PSO and fuzzy logic

fuzzy-logic particle-swarm-optimization global-optimization-algorithms swarm-intelligence-algorithms

UpdatedJun 2, 2025
Python

sambo

sambo-optimization /sambo

🎯📈 Sequential And Model-Based Optimization with SCE-UA, SMBO, and SHGO algos. No deps, record perfomance.

machine-learning scikit-learn optimize scientific-computing hyperparameter-optimization bayesopt global-optimization optimization-tools bayesian-optimization hyperparameter-tuning global-optimization-algorithms partial-dependence-plot hyperparameter-search blackbox-optimization surrogate-based-optimization scikit-optimize sce-ua scipy-optimize

UpdatedJul 10, 2025
Python

fouratifares /ECP

Every Call is Precious: Global Optimization of Black-Box Functions with Unknown Lipschitz Constants

machine-learning optimization optimizer global-optimization black-box-optimization nonlinear-optimization optimization-algorithms global-optimization-algorithms non-linear-optimization non-convex-optimization lipschitz-functions zeroth-order-optimization zero-order-methods lipschitz-bandit

UpdatedMay 12, 2025
Jupyter Notebook

kennethleungty /Simulated-Annealing-Feature-Selection

Feature Selection using Simulated Annealing

python search data-science machine-learning optimization ml feature-selection global-optimization simulated-annealing feature-engineering optimization-algorithms optimisation optimisation-algorithms global-optimization-algorithms global-search annealing global-optimizers global-searching global-optima

UpdatedAug 10, 2022
Jupyter Notebook

Greenwicher /PyPRS

The python implementation of Partition-based Random Search for stochastic multi-objective optimization via simulation

artificial-intelligence multi-objective-optimization evolutionary-algorithm monte-carlo-tree-search random-search global-optimization-algorithms simulation-optimization pareto-optimality partition-based-random-search

UpdatedOct 4, 2017
C

microprediction /tuneup

Comparison of global optimization algorithms, including scipy, optuna, hyperopt, platypus, facebook-ax, pysot and others.

optimization global-optimization optimization-methods optimization-algorithms global-optimization-algorithms

UpdatedFeb 13, 2021
Python

rgaveiga /mosa

Multi-objective Simulated Annealing (MOSA) implementation in pure Python.

monte-carlo simulated-annealing multi-objective-optimization optimization-algorithms global-optimization-algorithms heuristic-algorithm

UpdatedMay 28, 2025
Python

zcebeci /adana

A Complete Toolbox for Adaptive and Hybrid Genetic Algorithms in R

data-science evolutionary-algorithms data-analysis multi-objective-optimization genetic-algorithms single-objective-optimization global-optimization-algorithms nature-inspired-algorithms hybrid-genetic-algorithm biologically-inspired-algorithm adaptive-genetic-algorithms

UpdatedSep 17, 2021
R

timemachines-testing

microprediction /timemachines-testing

Testing optimizers and time-series algorithms, and assigning them Elo ratings.

timeseries time-series optimizer global-optimization global-optimization-algorithms time-series-analysis timeseries-forecasting optuna pysot

UpdatedApr 8, 2021
Python

morozov22 /SmartRunner

Python3 code for gradient-free global optimization

genetic-algorithm machine-learning-algorithms bayesian-inference simulated-annealing hill-climbing evolutionary-algorithm tabu-search global-optimization-algorithms stochastic-optimization smartrunner extremal-optimization

UpdatedFeb 13, 2025
Python

Shahul-Rahman /MABSearch-Learning-the-learning-rate

MABSearch: The Bandit Way of Learning the Learning Rate - A Harmony Between Reinforcement Learning and Gradient Descent

python machine-learning reinforcement-learning optimization global-optimization gradient-descent learning-rate multi-armed-bandit global-optimization-algorithms metaheuristics multiarm-bandit multiarmed-bandits global-minimum

UpdatedOct 28, 2023
Jupyter Notebook

KristerSJakobsson /pygosolnp

Python GOSOLNP implementation based on pysolnp. This algorithm solves Global Optimization problems with optional equality and/or inequality constraints.

optimization python3 global-optimization global-optimization-algorithms solnp gosolnp

UpdatedMar 23, 2022
Python

KentaKato /SpyOpt

C++ implementation of the metaheuristic spy_algorithm. It can search for global optimal solutions for arbitrary non-convex functions.

cpp cpp17 global-optimization metaheuristic global-optimization-algorithms metaheuristics metaheuristic-optimisation metaheuristic-algorithms spy-algorithm

UpdatedSep 23, 2023
C++

LeoWarnow /HyPaD

Implementation of the Hybrid Patch Decomposition Algorithm - a solver for multi-objective mixed-integer convex optimization problems

global-optimization optimization-algorithms multiobjective-optimization global-optimization-algorithms mixed-integer-optimization

UpdatedDec 12, 2023
Python

LongPham7 /Nested-Optimization-Scheme

Adaptive nested optimization scheme for Lipschitz continuous functions

python global-optimization-algorithms lipschitz-functions

UpdatedAug 13, 2018
Python

ocrim1996 /MasterThesisProject

Sequential Minimal Optimization (SMO) algorithm for Standard Quadratic Problems (StQPs) - Master's thesis in Computer Science & Engineering @ UNIFI

global-optimization-algorithms sequential-minimal-optimization stqps convexity-graph

UpdatedMar 29, 2023
Python

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