# Getting Help

Use these channels to get help with PyGAD, report a bug, or ask for a new feature.

## Submitting Issues

If there is an issue using PyGAD, then use any of your preferred option to discuss that issue.

One way is [submitting an issue](https://github.com/ahmedfgad/GeneticAlgorithmPython/issues/new) into this GitHub project ([github.com/ahmedfgad/GeneticAlgorithmPython](https://github.com/ahmedfgad/GeneticAlgorithmPython)) in case something is not working properly or to ask for questions. 

If this is not a proper option for you, then check the [**Contact Us**](https://pygad.readthedocs.io/en/latest/help_support.html#contact-us) section for more contact details.

## Ask for Feature

PyGAD is actively developed with the goal of building a dynamic library for suporting a wide-range of problems to be optimized using the genetic algorithm. 

To ask for a new feature, either [submit an issue](https://github.com/ahmedfgad/GeneticAlgorithmPython/issues/new) into this GitHub project ([github.com/ahmedfgad/GeneticAlgorithmPython](https://github.com/ahmedfgad/GeneticAlgorithmPython)) or send an e-mail to ahmed.f.gad@gmail.com.

Also check the [**Contact Us**](https://pygad.readthedocs.io/en/latest/help_support.html#contact-us) section for more contact details.

## Stackoverflow Questions about PyGAD

### [How do I proceed to load a ga_instance as “.pkl” format in PyGad?](https://stackoverflow.com/questions/67424181/how-do-i-proceed-to-load-a-ga-instance-as-pkl-format-in-pygad)

### [Binary Classification NN Model Weights not being Trained in PyGAD](https://stackoverflow.com/questions/67276696/binary-classification-nn-model-weights-not-being-trained-in-pygad)

### [How to solve TSP problem using pyGAD package?](https://stackoverflow.com/questions/66298595/how-to-solve-tsp-problem-using-pygad-package)

### [How can I save a matplotlib plot that is the output of a function in jupyter?](https://stackoverflow.com/questions/66055330/how-can-i-save-a-matplotlib-plot-that-is-the-output-of-a-function-in-jupyter)

### [How do I query the best solution of a pyGAD GA instance?](https://stackoverflow.com/questions/65757722/how-do-i-query-the-best-solution-of-a-pygad-ga-instance)

### [Multi-Input Multi-Output in Genetic algorithm (python)](https://stackoverflow.com/questions/64943711/multi-input-multi-output-in-genetic-algorithm-python)

https://www.linkedin.com/pulse/validation-short-term-parametric-trading-model-genetic-landolfi

https://itchef.ru/articles/397758

https://audhiaprilliant.medium.com/genetic-algorithm-based-clustering-algorithm-in-searching-robust-initial-centroids-for-k-means-e3b4d892a4be

https://python.plainenglish.io/validation-of-a-short-term-parametric-trading-model-with-genetic-optimization-and-walk-forward-89708b789af6

https://ichi.pro/ko/pygadwa-hamkke-yujeon-algolijeum-eul-sayonghayeo-keras-model-eul-hunlyeonsikineun-bangbeob-173299286377169

https://ichi.pro/tr/pygad-ile-genetik-algoritmayi-kullanarak-keras-modelleri-nasil-egitilir-173299286377169

https://ichi.pro/ru/kak-obucit-modeli-keras-s-pomos-u-geneticeskogo-algoritma-s-pygad-173299286377169

https://blog.csdn.net/sinat_38079265/article/details/108449614

## Contact Us

* E-mail: ahmed.f.gad@gmail.com
* [LinkedIn](https://www.linkedin.com/in/ahmedfgad)
* [Amazon Author Page](https://amazon.com/author/ahmedgad)
* [Heartbeat](https://heartbeat.fritz.ai/@ahmedfgad)
* [Paperspace](https://blog.paperspace.com/author/ahmed)
* [KDnuggets](https://kdnuggets.com/author/ahmed-gad)
* [TowardsDataScience](https://towardsdatascience.com/@ahmedfgad)
* [GitHub](https://github.com/ahmedfgad)

![PYGAD-LOGO](https://user-images.githubusercontent.com/16560492/101267295-c74c0180-375f-11eb-9ad0-f8e37bd796ce.png)

Thank you for using [PyGAD](https://github.com/ahmedfgad/GeneticAlgorithmPython) :)