{"id":13704704,"url":"https://github.com/jorgecasas/php-ml","last_synced_at":"2026-01-18T02:22:08.762Z","repository":{"id":41206097,"uuid":"58161544","full_name":"jorgecasas/php-ml","owner":"jorgecasas","description":"PHP Machine Learning library","archived":false,"fork":false,"pushed_at":"2023-01-26T08:29:08.000Z","size":1470,"stargazers_count":297,"open_issues_count":0,"forks_count":1076,"subscribers_count":21,"default_branch":"develop","last_synced_at":"2024-11-13T11:38:56.919Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"PHP","has_issues":false,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/jorgecasas.png","metadata":{"files":{"readme":"README.md","changelog":"CHANGELOG.md","contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2016-05-05T21:23:32.000Z","updated_at":"2024-11-13T08:42:50.000Z","dependencies_parsed_at":"2023-02-14T12:16:59.286Z","dependency_job_id":null,"html_url":"https://github.com/jorgecasas/php-ml","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jorgecasas%2Fphp-ml","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jorgecasas%2Fphp-ml/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jorgecasas%2Fphp-ml/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jorgecasas%2Fphp-ml/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/jorgecasas","download_url":"https://codeload.github.com/jorgecasas/php-ml/tar.gz/refs/heads/develop","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":252480375,"owners_count":21754763,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2024-08-02T21:01:18.457Z","updated_at":"2026-01-18T02:22:08.750Z","avatar_url":"https://github.com/jorgecasas.png","language":"PHP","funding_links":[],"categories":["配置 Configuration","Configuration","Machine Learning","Table of Contents"],"sub_categories":["机器学习 Machine Learning","Miscellaneous","Utilities \u0026 Tools","Library"],"readme":"# PHP-ML - Machine Learning library for PHP\n\n[![Minimum PHP Version](https://img.shields.io/badge/php-%3E%3D%207.2-8892BF.svg)](https://php.net/)\n[![Latest Stable Version](https://img.shields.io/packagist/v/php-ai/php-ml.svg)](https://packagist.org/packages/php-ai/php-ml)\n[![Build Status](https://travis-ci.org/php-ai/php-ml.svg?branch=master)](https://travis-ci.org/php-ai/php-ml)\n[![Documentation Status](https://readthedocs.org/projects/php-ml/badge/?version=master)](http://php-ml.readthedocs.org/)\n[![Total Downloads](https://poser.pugx.org/php-ai/php-ml/downloads.svg)](https://packagist.org/packages/php-ai/php-ml)\n[![License](https://poser.pugx.org/php-ai/php-ml/license.svg)](https://packagist.org/packages/php-ai/php-ml)\n[![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)\n[![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)\n\n\u003cp align=\"center\"\u003e\n\t\u003cimg src=\"https://github.com/php-ai/php-ml/raw/master/docs/assets/php-ml-logo.png\" /\u003e\n\u003c/p\u003e\n\nFresh approach to Machine Learning in PHP. Algorithms, Cross Validation, Neural Network, Preprocessing, Feature Extraction and much more in one library.\n\nPHP-ML requires PHP \u003e= 7.2.\n\nSimple example of classification:\n```php\nrequire_once __DIR__ . '/vendor/autoload.php';\n\nuse Phpml\\Classification\\KNearestNeighbors;\n\n$samples = [[1, 3], [1, 4], [2, 4], [3, 1], [4, 1], [4, 2]];\n$labels = ['a', 'a', 'a', 'b', 'b', 'b'];\n\n$classifier = new KNearestNeighbors();\n$classifier-\u003etrain($samples, $labels);\n\necho $classifier-\u003epredict([3, 2]);\n// return 'b'\n```\n\n## Awards\n\n\u003ca href=\"http://www.yegor256.com/2016/10/23/award-2017.html\"\u003e\n  \u003cimg src=\"http://www.yegor256.com/images/award/2017/winner-itcraftsmanpl.png\" width=\"400\"/\u003e\u003c/a\u003e\n\n## Documentation\n\nTo find out how to use PHP-ML follow [Documentation](http://php-ml.readthedocs.org/).\n\n## Installation\n\nCurrently this library is in the process of being developed, but You can install it with Composer:\n\n```\ncomposer require php-ai/php-ml\n```\n\n## Examples\n\nExample scripts are available in a separate repository [php-ai/php-ml-examples](https://github.com/php-ai/php-ml-examples).\n\n## Datasets\n\nPublic datasets are available in a separate repository [php-ai/php-ml-datasets](https://github.com/php-ai/php-ml-datasets).\n\n## Features\n\n* Association rule learning\n    * [Apriori](http://php-ml.readthedocs.io/en/latest/machine-learning/association/apriori/)\n* Classification\n    * [SVC](http://php-ml.readthedocs.io/en/latest/machine-learning/classification/svc/)\n    * [k-Nearest Neighbors](http://php-ml.readthedocs.io/en/latest/machine-learning/classification/k-nearest-neighbors/)\n    * [Naive Bayes](http://php-ml.readthedocs.io/en/latest/machine-learning/classification/naive-bayes/)\n    * Decision Tree (CART)\n    * Ensemble Algorithms\n        * Bagging (Bootstrap Aggregating)\n        * Random Forest\n        * AdaBoost\n    * Linear\n        * Adaline\n        * Decision Stump\n        * Perceptron\n        * LogisticRegression\n* Regression\n    * [Least Squares](http://php-ml.readthedocs.io/en/latest/machine-learning/regression/least-squares/)\n    * [SVR](http://php-ml.readthedocs.io/en/latest/machine-learning/regression/svr/)\n    * DecisionTreeRegressor\n* Clustering\n    * [k-Means](http://php-ml.readthedocs.io/en/latest/machine-learning/clustering/k-means/)\n    * [DBSCAN](http://php-ml.readthedocs.io/en/latest/machine-learning/clustering/dbscan/)\n    * Fuzzy C-Means\n* Metric\n    * [Accuracy](http://php-ml.readthedocs.io/en/latest/machine-learning/metric/accuracy/)\n    * [Confusion Matrix](http://php-ml.readthedocs.io/en/latest/machine-learning/metric/confusion-matrix/)\n    * [Classification Report](http://php-ml.readthedocs.io/en/latest/machine-learning/metric/classification-report/)\n    * Regression\n* Workflow\n    * [Pipeline](http://php-ml.readthedocs.io/en/latest/machine-learning/workflow/pipeline)\n    * FeatureUnion\n* Neural Network\n    * [Multilayer Perceptron Classifier](http://php-ml.readthedocs.io/en/latest/machine-learning/neural-network/multilayer-perceptron-classifier/)\n* Cross Validation\n    * [Random Split](http://php-ml.readthedocs.io/en/latest/machine-learning/cross-validation/random-split/)\n    * [Stratified Random Split](http://php-ml.readthedocs.io/en/latest/machine-learning/cross-validation/stratified-random-split/)\n* Feature Selection\n    * [Variance Threshold](http://php-ml.readthedocs.io/en/latest/machine-learning/feature-selection/variance-threshold/)\n    * [SelectKBest](http://php-ml.readthedocs.io/en/latest/machine-learning/feature-selection/selectkbest/)\n* Preprocessing\n    * [Normalization](http://php-ml.readthedocs.io/en/latest/machine-learning/preprocessing/normalization/)\n    * [Imputation missing values](http://php-ml.readthedocs.io/en/latest/machine-learning/preprocessing/imputation-missing-values/)\n    * LabelEncoder\n    * LambdaTransformer\n    * NumberConverter\n    * ColumnFilter\n    * OneHotEncoder\n* Feature Extraction\n    * [Token Count Vectorizer](http://php-ml.readthedocs.io/en/latest/machine-learning/feature-extraction/token-count-vectorizer/)\n        * NGramTokenizer\n        * WhitespaceTokenizer\n        * WordTokenizer\n    * [Tf-idf Transformer](http://php-ml.readthedocs.io/en/latest/machine-learning/feature-extraction/tf-idf-transformer/)\n* Dimensionality Reduction\n    * PCA (Principal Component Analysis)\n    * Kernel PCA\n    * LDA (Linear Discriminant Analysis)\n* Datasets\n    * [Array](http://php-ml.readthedocs.io/en/latest/machine-learning/datasets/array-dataset/)\n    * [CSV](http://php-ml.readthedocs.io/en/latest/machine-learning/datasets/csv-dataset/)\n    * [Files](http://php-ml.readthedocs.io/en/latest/machine-learning/datasets/files-dataset/)\n    * [SVM](http://php-ml.readthedocs.io/en/latest/machine-learning/datasets/svm-dataset/)\n    * [MNIST](http://php-ml.readthedocs.io/en/latest/machine-learning/datasets/mnist-dataset.md)\n    * Ready to use:\n        * [Iris](http://php-ml.readthedocs.io/en/latest/machine-learning/datasets/demo/iris/)\n        * [Wine](http://php-ml.readthedocs.io/en/latest/machine-learning/datasets/demo/wine/)\n        * [Glass](http://php-ml.readthedocs.io/en/latest/machine-learning/datasets/demo/glass/)\n* Models management\n    * [Persistency](http://php-ml.readthedocs.io/en/latest/machine-learning/model-manager/persistency/)\n* Math\n    * [Distance](http://php-ml.readthedocs.io/en/latest/math/distance/)\n    * [Matrix](http://php-ml.readthedocs.io/en/latest/math/matrix/)\n    * [Set](http://php-ml.readthedocs.io/en/latest/math/set/)\n    * [Statistic](http://php-ml.readthedocs.io/en/latest/math/statistic/)\n\t* Linear Algebra\n\n## Contribute\n\n- [Guide: CONTRIBUTING.md](https://github.com/php-ai/php-ml/blob/master/CONTRIBUTING.md)\n- [Issue Tracker: github.com/php-ai/php-ml](https://github.com/php-ai/php-ml/issues)\n- [Source Code:  github.com/php-ai/php-ml](https://github.com/php-ai/php-ml)\n\nYou can find more about contributing in [CONTRIBUTING.md](CONTRIBUTING.md).\n\n## License\n\nPHP-ML is released under the MIT Licence. See the bundled LICENSE file for details.\n\n## Author\n\nArkadiusz Kondas (@ArkadiuszKondas)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjorgecasas%2Fphp-ml","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjorgecasas%2Fphp-ml","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjorgecasas%2Fphp-ml/lists"}