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URL: http://github.com/winpython/GeneticAlgorithmPython/commit/884648cb884ab3473015d4a2c2557baf97be374c

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‎README.md‎

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# PyGAD: Genetic Algorithm in Python
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# PyGAD: Genetic Algorithm in Python
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[This project](https://github.com/ahmedfgad/GeneticAlgorithmPython) is part of [PyGAD](https://pypi.org/project/pygad) which is an open-source Python 3 library for building the genetic algorithm and optimizing machine learning algorithms (Keras & PyTorch).
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[PyGAD](https://pypi.org/project/pygad) is an open-source easy-to-use Python 3 library for building the genetic algorithm and optimizing machine learning algorithms. It supports Keras and PyTorch.
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Check documentation of the [GeneticAlgorithmPython](https://github.com/ahmedfgad/GeneticAlgorithmPython) project in the PyGAD's documentation: https://pygad.readthedocs.io/en/latest/README_pygad_ReadTheDocs.html
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Check documentation of the [PyGAD](https://pygad.readthedocs.io/en/latest).
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[![Downloads](https://pepy.tech/badge/pygad)](https://pepy.tech/project/pygad) ![](https://readthedocs.org/projects/pygad/badge)
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[![Downloads](https://pepy.tech/badge/pygad)](https://pepy.tech/project/pygad) ![Docs](https://readthedocs.org/projects/pygad/badge)
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![PYGAD-LOGO](https://user-images.githubusercontent.com/16560492/101267295-c74c0180-375f-11eb-9ad0-f8e37bd796ce.png)
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To donate using PayPal, use either this link: [paypal.me/ahmedfgad](https://paypal.me/ahmedfgad) or the e-mail address ahmed.f.gad@gmail.com.
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# Tutorial Project
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**IMPORTANT** If you are coming for the code of the tutorial titled [**Genetic Algorithm Implementation in Python**](https://www.linkedin.com/pulse/genetic-algorithm-implementation-python-ahmed-gad), then it has been moved to the [Tutorial Project](https://github.com/ahmedfgad/GeneticAlgorithmPython/tree/master/Tutorial Project) directory on 06 May 2020.
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# Installation
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To install [PyGAD](https://pypi.org/project/pygad), simply use pip to download and install the library from [PyPI](https://pypi.org/project/pygad) (Python Package Index). The library lives a PyPI at this page https://pypi.org/project/pygad.
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Install PyGAD with the following command:
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```python
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pip3 install pygad
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pip install pygad
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```
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PyGAD is developed in Python 3.7.3 and depends on NumPy for creating and manipulating arrays and Matplotlib for creating figures. The exact NumPy version used in developing PyGAD is 1.16.4. For Matplotlib, the version is 3.1.0.
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* E-mail: ahmed.f.gad@gmail.com
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* [LinkedIn](https://www.linkedin.com/in/ahmedfgad)
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* [Amazon Author Page](https://amazon.com/author/ahmedgad)
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* [Heartbeat](https://heartbeat.fritz.ai/@ahmedfgad)
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* [Paperspace](https://blog.paperspace.com/author/ahmed)
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* [KDnuggets](https://kdnuggets.com/author/ahmed-gad)
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* [TowardsDataScience](https://towardsdatascience.com/@ahmedfgad)

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