Recent Releases of rfpimp

rfpimp - Improve compatibility with 0.24 scikit-learn

- Jupyter Notebook
Published by parrt about 5 years ago

rfpimp - small bug fix for 0.22 sklearn

- Jupyter Notebook
Published by parrt almost 6 years ago

rfpimp - Improve bar charts for feature importances, add feature dependence heatmap

  • Added plot_dependence_heatmap() to plot feature dependence heat maps
  • Improve feature importance plots so that the bars are always the same. You can specify a title and there is better scaling support.
  • The plotting routines return PimpViz objects that by default render the current matplotlib image via SVG, getting a much sharper image than the default PNG.
  • dropcol importance was relying on OOB scores instead of the more general model scoring/metric.
  • Added a stemplot version that mimics the bar chart for feature importance.
  • Added precision argument to the correlation heat map function.
  • Rebuilt the notebook examples and the ones that generate images for the paper.
  • Added a section to the paper that shows the feature dependence heat map applied to the breast-cancer data set.

- Jupyter Notebook
Published by parrt over 7 years ago

rfpimp - Improve bar charts for feature importances

- Jupyter Notebook
Published by parrt over 7 years ago