Python机器学习工具包:PyML

jopen 10年前

PyML是一个Python机器学习工具包,为各分类和回归方法提供灵活的架构。它主要提供特征选择、模型选择、组合分类器、分类评估等功能。

Features

  • Classifiers: support vector machines, nearest neighbor, ridge regression
  • Multi-class methods (one-against-rest and one-against-one)
  • Feature selection (filter methods, RFE)
  • Model selection
  • Preprocessing and normalization
  • Syntax for combining classifiers
  • Classifier testing (cross-validation, error rates, ROC curves)
  • Various kernels for biological sequences (several variants of the spectrum kernel, and the weighted-degree kernel).

项目主页:http://pyml.sourceforge.net/