SpaceDrones
GeneticAlgorithmPython
| SpaceDrones | GeneticAlgorithmPython | |
|---|---|---|
| 1 | 17 | |
| 4 | 1,733 | |
| - | - | |
| 7.8 | 8.6 | |
| 7 months ago | about 1 month ago | |
| Python | Python | |
| MIT License | BSD 3-clause "New" or "Revised" License |
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SpaceDrones
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SpaceDrones: A simple learning environment for genetic optimization
Github: https://github.com/kaifishr/SpaceDrones
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.
What are some alternatives?
vizier - Python-based research interface for blackbox and hyperparameter optimization, based on the internal Google Vizier Service.
PySR - High-Performance Symbolic Regression in Python and Julia
RocketLander - A simple framework equipped with optimization algorithms, such as reinforcement learning, evolution strategies, genetic optimization, and simulated annealing, to enable an orbital rocket booster to land autonomously.
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.
evotorch - Advanced evolutionary computation library built directly on top of PyTorch, created at NNAISENSE.
deep_learning_and_the_game_of_go - Code and other material for the book "Deep Learning and the Game of Go"
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.
FlappyBirdPyGAD - Play the Flappy Bird Game using PyGAD (Genetic Algorithm)
pycox - Survival analysis with PyTorch
8QueensGenetic - Optimizing the 8 Queens Puzzle using the Genetic Algorithm (PyGAD).