heropoo/learning-php-ml

Learning php-ml

Learning php-ml

PHP-ML - PHP的机器学习库(Machine Learning library for PHP)

相关文档

官方文档: http://php-ml.readthedocs.org/

官方的github地址: https://github.com/php-ai/php-ml

官方的示例: https://github.com/php-ai/php-ml-examples

赛灵开源技术研发社区维护的中文文档: http://doc.celerstar.com/website/soft/php-ml/

安装

PHP-ML 要求 PHP >= 7.1

目前这个库正在开发中，你可以通过composer安装:

composer require php-ai/php-ml

特性

• 关联规则学习-Association rule learning
  • Apriori算法
• 分类-Classification
  • SVC
  • k-Nearest Neighbors
  • Naive Bayes
  • Decision Tree (CART)
  • Ensemble Algorithms
    • Bagging (Bootstrap Aggregating)
    • Random Forest
    • AdaBoost
  • Linear
    • Adaline
    • Decision Stump
    • Perceptron
    • LogisticRegression
• 回归-Regression
  • Least Squares
  • SVR
• 聚类-Clustering
  • k-Means
  • DBSCAN
  • Fuzzy C-Means
• 度量-Metric
  • Accuracy
  • Confusion Matrix
  • Classification Report
• 工作流-Workflow
  • Pipeline
• 神经网络-Neural Network
  • Multilayer Perceptron Classifier
• 交叉验证-Cross Validation
  • Random Split
  • Stratified Random Split
• 预处理-Preprocessing
  • Normalization
  • Imputation missing values
• 特征提取-Feature Extraction
  • Token Count Vectorizer
  • Tf-idf Transformer
• 降维-Dimensionality Reduction
  • PCA (Principal Component Analysis)
  • Kernel PCA
  • LDA (Linear Discriminant Analysis)
• 数据集-Datasets
  • Array
  • CSV
  • Files
  • Ready to use:
    • Iris
    • Wine
    • Glass
• 模型管理-Models management
  • Persistency
• 数学-Math
  • Distance
  • Matrix
  • 集合-Set
  • Statistic
  • Linear Algebra