GeneticAlgorithmPython
NaiveGAflux.jl
GeneticAlgorithmPython | NaiveGAflux.jl | |
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17 | 2 | |
1,717 | 41 | |
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8.6 | 7.3 | |
19 days ago | 4 months ago | |
Python | Julia | |
BSD 3-clause "New" or "Revised" License | MIT License |
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GeneticAlgorithmPython
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PyGAD 3.0.0 Released! A Python Library for Building the Genetic Algorithm and Training Machine Learning Algorithms (Supports Keras and PyTorch)
Docs: https://pygad.readthedocs.io
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Inheritance Mechanics for Creature Generation
Depending on how complex you want this system, you could look at how live stock breeding is modelled. For example https://github.com/ahmedfgad/GeneticAlgorithmPython
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PyGAD: selection, crossover, mutation
PyGAD is
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[D] Shape Generation Algorithm
My pleasure! I'm assuming you're working in Python, so this repo looks like it could be promising (disclaimer: I haven't used it).
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PyGAD 2.16.1 Released: An open-source Python library for building the genetic algorithm and optimizing machine learning models.
The user can use the tqdm library to show a progress bar. https://github.com/ahmedfgad/GeneticAlgorithmPython/discussions/50
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[D] Scipy(Python) or MATLAB for undergraduate project?
Thanks for mentioning PyGAD. OP Please reach out in case any help is needed to get started with PyGAD: https://pygad.readthedocs.io
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PyGAD 2.14.1 Released! An Open-Source Python 3 Library for Building the Genetic Algorithm and Training Machine Learning Algorithms (Keras and PyTorch)
PyGAD is an open-sources Python 3 library for building the genetic algorithm and training machine learning algorithms (Keras & PyTorch).
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PyGAD (Genetic Algorithm) Plays Flappy Bird
You can find more in the documentation: https://pygad.readthedocs.io
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Data Clustering Using the PyGAD (Genetic Algorithm)
The code examples in this r/Paperspace tutorial are implemented in Python using the PyGAD library.
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PyGAD (Genetic Algorithm) Plays a Complex Level of the CoinTex Game
PyGAD, a Python library for building the genetic algorithm, played CoinTex and was able to pass a complex level with 2 monsters moving randomly and some thrown fires.
NaiveGAflux.jl
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Neural Architecture Search (NAS) [D]
Fwiw (and shameless plug disclaimer), I made a library for easily toying around with evolution based NAS. It uses mixed integer programming to align the neurons (e.g. when resizing a layer) which it gives much higher degrees of freedom over what architectures one can allow in the search space over anything else I have seen: https://github.com/DrChainsaw/NaiveGAflux.jl
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[P] NAS repos
Maybe not exactly what you are looking for, but: https://github.com/DrChainsaw/NaiveGAflux.jl
What are some alternatives?
PySR - High-Performance Symbolic Regression in Python and Julia
Flux.jl - Relax! Flux is the ML library that doesn't make you tensor
pyneat - NEAT: NeuroEvolution of Augmenting Topologies
TorchGA - Train PyTorch Models using the Genetic Algorithm with PyGAD
genetic-algorithm-in-python - A genetic algorithm written in Python for educational purposes.
AlphaZero.jl - A generic, simple and fast implementation of Deepmind's AlphaZero algorithm.
deep_learning_and_the_game_of_go - Code and other material for the book "Deep Learning and the Game of Go"
model-zoo - Please do not feed the models
FlappyBirdPyGAD - Play the Flappy Bird Game using PyGAD (Genetic Algorithm)
NaiveNASlib.jl - Relentless mutation!!
pycox - Survival analysis with PyTorch
8QueensGenetic - Optimizing the 8 Queens Puzzle using the Genetic Algorithm (PyGAD).