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thieupu committed Nov 26, 2023
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---

[![GitHub release](https://img.shields.io/badge/release-1.0.0-yellow.svg)](https://github.com/thieu1995/reflame/releases)
[![GitHub release](https://img.shields.io/badge/release-1.0.1-yellow.svg)](https://github.com/thieu1995/reflame/releases)
[![Wheel](https://img.shields.io/pypi/wheel/gensim.svg)](https://pypi.python.org/pypi/reflame)
[![PyPI version](https://badge.fury.io/py/reflame.svg)](https://badge.fury.io/py/reflame)
![PyPI - Python Version](https://img.shields.io/pypi/pyversions/reflame.svg)
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[![Chat](https://img.shields.io/badge/Chat-on%20Telegram-blue)](https://t.me/+fRVCJGuGJg1mNDg1)
![GitHub contributors](https://img.shields.io/github/contributors/thieu1995/reflame.svg)
[![GitTutorial](https://img.shields.io/badge/PR-Welcome-%23FF8300.svg?)](https://git-scm.com/book/en/v2/GitHub-Contributing-to-a-Project)
[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.8249046.svg)](https://doi.org/10.5281/zenodo.8249046)
[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.10067995.svg)](https://doi.org/10.5281/zenodo.10067995)
[![License: GPL v3](https://img.shields.io/badge/License-GPLv3-blue.svg)](https://www.gnu.org/licenses/gpl-3.0)


Reflame (REvolutionizing Functional Link Nets by Metaheuristic Algorithms) is a Python library that
Reflame (REvolutionizing Functional Link Artificial neural networks by MEtaheuristic algorithms) is a Python library that
implements a framework for training Functional Link Neural Network (FLNN) networks using Metaheuristic Algorithms. It
provides a comparable alternative to the traditional FLNN network and is compatible with the Scikit-Learn library.
With Reflame, you can perform searches and hyperparameter tuning using the functionalities provided by the Scikit-Learn library.
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* **Total Official Metaheuristic-based Flnn Classification**: > 200 Models
* **Supported performance metrics**: >= 67 (47 regressions and 20 classifications)
* **Supported objective functions (as fitness functions or loss functions)**: >= 67 (47 regressions and 20 classifications)
* **Documentation:** https://intelelm.readthedocs.io/en/latest/
* **Documentation:** https://reflame.readthedocs.io
* **Python versions:** >= 3.8.x
* **Dependencies:** numpy, scipy, scikit-learn, pandas, mealpy, permetrics, torch, skorch

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* Install the [current PyPI release](https://pypi.python.org/pypi/reflame):
```sh
$ pip install reflame==1.0.0
$ pip install reflame==1.0.1
```

* Install directly from source code
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