Python optimization-algorithms

Open-source Python projects categorized as optimization-algorithms

Top 20 Python optimization-algorithm Projects

optimization-algorithms
  • pyswarms

    A research toolkit for particle swarm optimization in Python

    Project mention: Pyswams Library | /r/learnpython | 2023-12-01

    Hello I'm trying to use this library: pyswarms and it works fine with the base code that they give

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  • evotorch

    Advanced evolutionary computation library built directly on top of PyTorch, created at NNAISENSE.

  • cvxportfolio

    Portfolio optimization and back-testing.

    Project mention: cvxportfolio: NEW Portfolio Selection and Optimisation - star count:690.0 | /r/algoprojects | 2023-12-10
  • python-mip

    Python-MIP: collection of Python tools for the modeling and solution of Mixed-Integer Linear programs

  • Swarm-intelligence-optimization-algorithm

    种群算法复现(swarm-algorithm),包括乌鸦搜索(Crow Search Algorithm, CSA)、樽海鞘群算法(Salp Swarm Algorithm, SSA)、缎蓝园丁鸟优化算法(Satin Bowerbird Optimizer, SBO)、麻雀搜索算法(Sparrow Search Algorithm, SSA)、 狼群搜索算法(2007WPS, 2013WPA)、正余弦优化算法(Sine Cosine Algorithm, CSA)、烟花算法(Fireworks Algorithm, FA)

  • sporco

    Sparse Optimisation Research Code

  • zoofs

    zoofs is a python library for performing feature selection using a variety of nature-inspired wrapper algorithms. The algorithms range from swarm-intelligence to physics-based to Evolutionary. It's easy to use , flexible and powerful tool to reduce your feature size.

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  • csp

    Algorithm for Cutting Stock Problem using Google OR-Tools. Link to the tool: (by emadehsan)

  • pybobyqa

    Python-based Derivative-Free Optimization with Bound Constraints

  • pybads

    PyBADS: Bayesian Adaptive Direct Search optimization algorithm for model fitting in Python

  • geneal

    A genetic algorithm implementation in python

  • GARI

    GARI (Genetic Algorithm for Reproducing Images) reproduces a single image using Genetic Algorithm (GA) by evolving pixel values.

  • yaglm

    A python package for penalized generalized linear models that supports fitting and model selection for structured, adaptive and non-convex penalties.

  • ML-Optimizers-JAX

    Toy implementations of some popular ML optimizers using Python/JAX

  • fliscopt

    Algorithms for flight scheduling optimization.

  • flpytorch

    FL_PyTorch: Optimization Research Simulator for Federated Learning

  • ExpensiveOptimBenchmark

    Benchmarking Surrogate-based Optimisation Algorithms on Expensive Black-box Functions

  • tf-madgrad

    A tf.keras implementation of Facebook AI's MadGrad optimization algorithm

  • PyGenetic

    A multi-purpose genetic algorithm written in python

  • optimizers-visualized

    Visualization of different optimizers on local minimas and saddle points.

  • SaaSHub

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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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Python optimization-algorithms related posts

  • cvxportfolio: NEW Portfolio Selection and Optimisation - star count:690.0

    1 project | /r/algoprojects | 10 Dec 2023
  • Question on how to model a "discontinuous" action space

    4 projects | /r/reinforcementlearning | 9 Dec 2022
  • Should I pursue Evolutionary Strategies?

    5 projects | /r/reinforcementlearning | 4 Dec 2022
  • [P] We’ve released EvoTorch 0.3.0, with VecGymNE, memory usage improvements, Colab support and more! VecGymNE enables evolutionary RL with vectorized environments and policies, especially massively parallel simulators like Brax!

    1 project | /r/MachineLearning | 25 Oct 2022
  • [P] Participating in the Myosuite challenge at NeurIPS2022 on dexterous control? We are releasing a baseline and starter code to help you get started using EvoTorch!

    2 projects | /r/MachineLearning | 28 Sep 2022
  • NNAISENSE Open-Sources ‘EvoTorch’: An Evolutionary Algorithm Library for the Machine Learning Community

    2 projects | /r/artificial | 14 Aug 2022
  • Next-Generation Evolutionary Search, Learning and Planning

    1 project | news.ycombinator.com | 14 Aug 2022
  • A note from our sponsor - SaaSHub
    www.saashub.com | 15 Oct 2024
    SaaSHub helps you find the best software and product alternatives Learn more →

Index

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

Project Stars
1 pyswarms 1,270
2 evotorch 1,002
3 cvxportfolio 974
4 python-mip 530
5 Swarm-intelligence-optimization-algorithm 290
6 sporco 261
7 zoofs 241
8 csp 131
9 pybobyqa 79
10 pybads 67
11 geneal 62
12 GARI 56
13 yaglm 54
14 ML-Optimizers-JAX 41
15 fliscopt 39
16 flpytorch 34
17 ExpensiveOptimBenchmark 24
18 tf-madgrad 21
19 PyGenetic 16
20 optimizers-visualized 1

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