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0.0.14-beta

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@andrewdalpino andrewdalpino released this 28 Jul 23:53
· 1409 commits to master since this release
  • Added feature importances to Gradient Boost
  • Added progress monitoring to Gradient Boost w/ early stop
  • Added Spatial and Decision tree interface
  • Mean Shift compatible with Spatial trees
  • K-d Neighbors base spatial tree configurable
  • Radius Neighbors now uses base spatial tree
  • Local Outlier Factor interchangable base search tree
  • DBSCAN now uses any Spatial tree for range searches
  • CART uses downsampling on continuous features
  • LOF and Isolation Forest contamination off by default
  • Embed method now returns an array instead of dataset
  • Fixed issue with Dataset partitioning
  • Renamed Coordinate node to Hypercube
  • KNN default k is now 5 instead of 3
  • CART can now print a text representation of the decision rules
  • Removed Local Outlier Factor brute force version
  • Changed namespace of trees to Graph/Trees
  • CART impurity tolerances are now hardcoded
  • Changed order of CART hyperparameters
  • Added Extra Tree base implementation
  • Extra Tree splits are now unbiased
  • Extra Tree Classifier now minimizes entropy
  • Reduced the memory footprint of Binary Nodes
  • Gradient Boost shrinkage bounded between 0 and 1
  • Added random subset without replacement to dataset API
  • Changed order of Gradient Boost hyperparameters
  • Changed order of MLP hyperparameters
  • Ranking interface is now a general interface
  • Changed default t-SNE minimum gradient