Python optimization-algorithms

Open-source Python projects categorized as optimization-algorithms
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Topics: Optimization Python genetic-algorithm Machine Learning evolutionary-algorithms
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Top 21 Python optimization-algorithm Projects

  • 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

  • evotorch

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

  • WorkOS

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  • 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.

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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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

  • geneal

    A genetic algorithm implementation in python

  • pybads

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

    • Project mention: [Project] Prototype - (Auto) Codebase to Video for a given perspective. Test case: Pybads and Project Management | /r/MachineLearning | 2023-06-29

    A video created by an app built on top of the BabyDragon package(still in dev) - it is still in the very early stages of development and the pipeline is currently a bit janky but I would love to hear any feedback/suggestions even if it is just nitpicking. Thank you. Source Code for test repo: https://github.com/acerbilab/pybads

  • yaglm

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

  • GARI

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

  • 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

  • tf-madgrad

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

  • ExpensiveOptimBenchmark

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

  • PyGenetic

    A multi-purpose genetic algorithm written in python

  • pyfeflow

    :ocean:Open Source Package for the FEFLOW-Python

    • Project mention: FEFLOW-Python: Monte Carlo Simulation (Cache) | /r/Hydrogeology | 2023-06-16

    In the Monte Carlo, we learned that thousands or even tens of thousands of simulations are often performed. Let's say each simulation takes 1 minute (which is common in transient simulations). If we want to perform 10,000 simulations, it would take nearly 7 days...

  • optimizers-visualized

    Visualization of different optimizers on local minimas and saddle points.

  • SaaSHub

    SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

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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).

Python optimization-algorithms related posts

Index

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

Project Stars
1 pyswarms 1,222
2 evotorch 968
3 cvxportfolio 788
4 python-mip 504
5 Swarm-intelligence-optimization-algorithm 255
6 sporco 247
7 zoofs 236
8 csp 126
9 pybobyqa 70
10 geneal 60
11 pybads 58
12 yaglm 49
13 GARI 49
14 ML-Optimizers-JAX 40
15 fliscopt 39
16 flpytorch 35
17 tf-madgrad 20
18 ExpensiveOptimBenchmark 19
19 PyGenetic 16
20 pyfeflow 10
21 optimizers-visualized 1

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