blackbox-optimization

Open-source projects categorized as blackbox-optimization
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Language: + Python + Fortran + Jupyter Notebook + Go
Topics: bayesian-optimization Machine Learning Optimization hyperparameter-optimization constrained-optimization
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Top 8 blackbox-optimization Open-Source Projects

  • vizier

    Python-based research interface for blackbox and hyperparameter optimization, based on the internal Google Vizier Service.

  • Gradient-Free-Optimizers

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

  • InfluxDB

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  • mango

    Parallel Hyperparameter Tuning in Python (by ARM-software)

  • 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.

    • Project mention: Prima has got a Python interface | news.ycombinator.com | 2024-05-03

    The developer of PRIMA here.

    If you use method "cobyla" from scipy.optimize.minimize, then PRIMA already performs far better (in terms of the number of function evaluations). See the comparison at https://github.com/libprima/prima#improvements .

    The bugs are indeed only a secondary reason: they can only be triggered under special situations. They may not affect your usage at all (when it does affect you, the consequence is catastrophophic).

  • Goptuna

    A hyperparameter optimization framework, inspired by Optuna.

  • humpday

    Elo ratings for global black box derivative-free optimizers

  • parmoo

    Python library for parallel multiobjective simulation optimization

  • SaaSHub

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  • VTMOP

    Solver for Blackbox Multiobjective Optimization Problems

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

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Index

What are some of the best open-source blackbox-optimization projects? This list will help you:

Project Stars
1 vizier 1,173
2 Gradient-Free-Optimizers 1,108
3 mango 310
4 prima 275
5 Goptuna 250
6 humpday 121
7 parmoo 71
8 VTMOP 1

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