php-ml/docs/index.md

120 lines
5.0 KiB
Markdown
Raw Normal View History

2016-05-07 21:53:42 +00:00
# PHP-ML - Machine Learning library for PHP
2016-04-08 22:36:48 +00:00
[![Minimum PHP Version](https://img.shields.io/badge/php-%3E%3D%207.1-8892BF.svg)](https://php.net/)
[![Latest Stable Version](https://img.shields.io/packagist/v/php-ai/php-ml.svg)](https://packagist.org/packages/php-ai/php-ml)
[![Build Status](https://scrutinizer-ci.com/g/php-ai/php-ml/badges/build.png?b=master)](https://scrutinizer-ci.com/g/php-ai/php-ml/build-status/master)
[![Documentation Status](https://readthedocs.org/projects/php-ml/badge/?version=master)](http://php-ml.readthedocs.org/)
2016-04-08 22:36:48 +00:00
[![Total Downloads](https://poser.pugx.org/php-ai/php-ml/downloads.svg)](https://packagist.org/packages/php-ai/php-ml)
[![License](https://poser.pugx.org/php-ai/php-ml/license.svg)](https://packagist.org/packages/php-ai/php-ml)
2018-02-14 18:51:07 +00:00
[![Coverage Status](https://coveralls.io/repos/github/php-ai/php-ml/badge.svg?branch=master)](https://coveralls.io/github/php-ai/php-ml?branch=master)
[![Scrutinizer Code Quality](https://scrutinizer-ci.com/g/php-ai/php-ml/badges/quality-score.png?b=master)](https://scrutinizer-ci.com/g/php-ai/php-ml/?branch=master)
2016-04-08 22:36:48 +00:00
<a href="http://www.yegor256.com/2016/10/23/award-2017.html">
<img src="http://www.yegor256.com/images/award/2017/winner-itcraftsmanpl.png"
style="width:203px;height:45px;"/></a>
2016-07-16 22:31:47 +00:00
![PHP-ML - Machine Learning library for PHP](assets/php-ml-logo.png)
Fresh approach to Machine Learning in PHP. Algorithms, Cross Validation, Neural Network, Preprocessing, Feature Extraction and much more in one library.
PHP-ML requires PHP >= 7.1.
2016-05-02 11:49:19 +00:00
Simple example of classification:
```php
require_once __DIR__ . '/vendor/autoload.php';
2016-05-02 12:10:49 +00:00
use Phpml\Classification\KNearestNeighbors;
2016-05-02 11:49:19 +00:00
$samples = [[1, 3], [1, 4], [2, 4], [3, 1], [4, 1], [4, 2]];
$labels = ['a', 'a', 'a', 'b', 'b', 'b'];
$classifier = new KNearestNeighbors();
$classifier->train($samples, $labels);
$classifier->predict([3, 2]);
2016-05-02 11:49:19 +00:00
// return 'b'
```
## Documentation
To find out how to use PHP-ML follow [Documentation](http://php-ml.readthedocs.org/).
2016-04-08 22:36:48 +00:00
## Installation
Currently this library is in the process of developing, but You can install it with Composer:
```
composer require php-ai/php-ml
```
2016-07-24 11:35:13 +00:00
## Examples
Example scripts are available in a separate repository [php-ai/php-ml-examples](https://github.com/php-ai/php-ml-examples).
2016-05-02 11:49:19 +00:00
## Features
2016-09-17 20:02:48 +00:00
* Association rule Lerning
* [Apriori](machine-learning/association/apriori.md)
2016-05-02 11:49:19 +00:00
* Classification
* [SVC](machine-learning/classification/svc.md)
* [k-Nearest Neighbors](machine-learning/classification/k-nearest-neighbors.md)
* [Naive Bayes](machine-learning/classification/naive-bayes.md)
2016-05-02 11:49:19 +00:00
* Regression
* [Least Squares](machine-learning/regression/least-squares.md)
* [SVR](machine-learning/regression/svr.md)
2016-05-02 11:49:19 +00:00
* Clustering
* [k-Means](machine-learning/clustering/k-means.md)
* [DBSCAN](machine-learning/clustering/dbscan.md)
2016-05-14 19:50:48 +00:00
* Metric
* [Accuracy](machine-learning/metric/accuracy.md)
* [Confusion Matrix](machine-learning/metric/confusion-matrix.md)
* [Classification Report](machine-learning/metric/classification-report.md)
2016-07-11 22:00:17 +00:00
* Workflow
* [Pipeline](machine-learning/workflow/pipeline)
2016-08-14 17:14:56 +00:00
* Neural Network
* [Multilayer Perceptron Classifier](machine-learning/neural-network/multilayer-perceptron-classifier.md)
2016-05-02 11:49:19 +00:00
* Cross Validation
* [Random Split](machine-learning/cross-validation/random-split.md)
* [Stratified Random Split](machine-learning/cross-validation/stratified-random-split.md)
* Feature Selection
* [Variance Threshold](machine-learning/feature-selection/variance-threshold.md)
2018-02-14 18:51:07 +00:00
* [SelectKBest](machine-learning/feature-selection/selectkbest.md)
2016-05-09 21:52:09 +00:00
* Preprocessing
* [Normalization](machine-learning/preprocessing/normalization.md)
* [Imputation missing values](machine-learning/preprocessing/imputation-missing-values.md)
2016-05-07 21:53:42 +00:00
* Feature Extraction
* [Token Count Vectorizer](machine-learning/feature-extraction/token-count-vectorizer.md)
* [Tf-idf Transformer](machine-learning/feature-extraction/tf-idf-transformer.md)
2016-05-02 11:49:19 +00:00
* Datasets
* [Array](machine-learning/datasets/array-dataset.md)
* [CSV](machine-learning/datasets/csv-dataset.md)
* [Files](machine-learning/datasets/files-dataset.md)
* [SVM](machine-learning/datasets/svm-dataset.md)
2016-05-02 11:49:19 +00:00
* Ready to use:
* [Iris](machine-learning/datasets/demo/iris.md)
* [Wine](machine-learning/datasets/demo/wine.md)
* [Glass](machine-learning/datasets/demo/glass.md)
* Models management
* [Persistency](machine-learning/model-manager/persistency.md)
2016-05-02 11:49:19 +00:00
* Math
* [Distance](math/distance.md)
* [Matrix](math/matrix.md)
* [Set](math/set.md)
* [Statistic](math/statistic.md)
2016-04-08 22:36:48 +00:00
2016-05-02 11:49:19 +00:00
## Contribute
2016-04-08 22:36:48 +00:00
- Issue Tracker: [github.com/php-ai/php-ml/issues](https://github.com/php-ai/php-ml/issues)
- Source Code: [github.com/php-ai/php-ml](https://github.com/php-ai/php-ml)
2016-04-08 22:36:48 +00:00
You can find more about contributing in [CONTRIBUTING.md](../CONTRIBUTING.md).
2016-04-08 22:36:48 +00:00
## License
PHP-ML is released under the MIT Licence. See the bundled LICENSE file for details.
## Author
2016-05-02 11:49:19 +00:00
Arkadiusz Kondas (@ArkadiuszKondas)