Python genetic-algorithm

Open-source Python projects categorized as genetic-algorithm
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Topics: Python Machine Learning evolutionary-algorithms Optimization reinforcement-learning
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Top 23 Python genetic-algorithm Projects

  • ML-From-Scratch

    Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.

  • scikit-opt

    Genetic Algorithm, Particle Swarm Optimization, Simulated Annealing, Ant Colony Optimization Algorithm,Immune Algorithm, Artificial Fish Swarm Algorithm, Differential Evolution and TSP(Traveling salesman)

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  • eiten

    Statistical and Algorithmic Investing Strategies for Everyone

  • PySR

    High-Performance Symbolic Regression in Python and Julia

    • Project mention: Potential of the Julia programming language for high energy physics computing | news.ycombinator.com | 2023-12-04

    > Yes, julia can be called from other languages rather easily

    This seems false to me. StaticCompiler.jl [1] puts in their limitations that "GC-tracked allocations and global variables do not work with compile_executable or compile_shlib. This has some interesting consequences, including that all functions within the function you want to compile must either be inlined or return only native types (otherwise Julia would have to allocate a place to put the results, which will fail)." PackageCompiler.jl [2] has the same limitations if I'm not mistaken. So then you have to fall back to distributing the Julia "binary" with a full Julia runtime, which is pretty heavy. There are some packages which do this. For example, PySR [3] does this.

    There is some word going around though that there is an even better static compiler in the making, but as long as that one is not publicly available I'd say that Julia cannot easily be called from other languages.

    [1]: https://github.com/tshort/StaticCompiler.jl

    [2]: https://github.com/JuliaLang/PackageCompiler.jl

    [3]: https://github.com/MilesCranmer/PySR

  • GeneticAlgorithmPython

    Source code of PyGAD, a Python 3 library for building the genetic algorithm and training machine learning algorithms (Keras & PyTorch).

  • gaps

    A Genetic Algorithm-Based Solver for Jigsaw Puzzles :cyclone:

  • 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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  • tiny_gp

    Tiny Genetic Programming in Python

  • super-mario-neat

    This program evolves an AI using the NEAT algorithm to play Super Mario Bros.

  • TorchGA

    Train PyTorch Models using the Genetic Algorithm with PyGAD

  • 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.

  • fliscopt

    Algorithms for flight scheduling optimization.

  • Finch

    🐤The next evolution of, well, evolution. (by dadukhankevin)

  • icyAI

    Gym for training an AI to learn Icy Tower through neuroevolution

  • CreepyCrawlAI

    A deep neural network evolutionary sim, for interactive passive art displays.

  • 8QueensGenetic

    Optimizing the 8 Queens Puzzle using the Genetic Algorithm (PyGAD).

  • PyGenetic

    A multi-purpose genetic algorithm written in python

  • GnomansLand

    An open-world reinforcement learning playground for gnomes filled with dangerous peril and bountiful treasure.

  • simple-es

    Simple implementations of multi-agent evolutionary strategies using pytorch.

  • ai-for-cross-stitching

    This project aims to find the shortest path for cross stitching for each colour in a patten.

  • pendulum_NN

    Train agents to balance an inverting pendulum

  • mquery

    Algotrading toolkit using customizable strategies, genetic algorithms, and RNN-based strategies

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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 genetic-algorithm related posts

Index

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

Project Stars
1 ML-From-Scratch 23,131
2 scikit-opt 4,920
3 eiten 2,655
4 PySR 1,850
5 GeneticAlgorithmPython 1,707
6 gaps 704
7 zoofs 236
8 tiny_gp 91
9 super-mario-neat 90
10 TorchGA 86
11 geneal 60
12 GARI 49
13 fliscopt 39
14 Finch 32
15 icyAI 30
16 CreepyCrawlAI 18
17 8QueensGenetic 17
18 PyGenetic 16
19 GnomansLand 16
20 simple-es 14
21 ai-for-cross-stitching 14
22 pendulum_NN 9
23 mquery 6

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