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coniferest

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Package for active anomaly detection with isolation forests, made by SNAD collaboration.

It includes:

  • IsolationForest - reimplementation of scikit-learn's isolation forest with much better scoring performance due to the use of Cython and multi-threading (the latter is not currently available on macOS).
  • AADForest - reimplementation of Active Anomaly detection algorithm with isolation forests from Shubhomoy Das' ad_examples package with better performance, much less code and more flexible dependencies.
  • PineForest - our own active learning model based on the idea of tree filtering.

Install the package with pip install coniferest.

See the documentation for the Tutorial.

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