MILK

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Milk is a machine learning toolkit in Python. Its focus is on supervised classification with several classifiers available: SVMs, k-NN, random forests, decision trees. It also performs feature selection. These classifiers can be combined in many ways to form different classification systems. For unsupervised learning, milk supports k-means clustering and affinity propagation.

Features

  • SVMs. Using the libsvm solver with a pythonesque wrapper around it.
  • LASSO
  • K-means using as little memory as possible. It can cluster millions of instances efficiently.
  • Random forests
  • Self organising maps
  • Stepwise Discriminant Analysis for feature selection.
  • Non-negative matrix factorisation
  • Affinity propagation

Information

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