pip install treeinterpreter==0.2.3

Package for interpreting scikit-learn's decision tree and random forest predictions.

Source
Among top 1% packages on PyPI.
Over 689.6K downloads in the last 90 days.

Commonly used with treeinterpreter

Based on how often these packages appear together in public requirements.txt files on GitHub.

ml_metrics

Machine Learning Evaluation Metrics

interpret-core

Fit interpretable machine learning models. Explain blackbox machine learning.

interpret

Fit interpretable machine learning models. Explain blackbox machine learning.

xtoy

get xtoyed predictions from raw data

jupyter

Jupyter metapackage. Install all the Jupyter components in one go.

pydna

Contains classes and code for representing double stranded DNA and functions for simulating homologous recombination between DNA molecules.

jupyter-contrib-nbextensions

A collection of Jupyter nbextensions.

shap

A unified approach to explain the output of any machine learning model.

dscribe

A Python package for creating feature transformations in applications of machine learning to materials science.

ipyparallel

Interactive Parallel Computing with IPython

lime

Local Interpretable Model-Agnostic Explanations for machine learning classifiers

remi

Python REMote Interface library

SALib

Tools for sensitivity analysis. Contains Sobol, Morris, and FAST methods

ipywidgets

IPython HTML widgets for Jupyter

ipykernel

IPython Kernel for Jupyter

notebook

A web-based notebook environment for interactive computing

menpo

A Python toolkit for handling annotated data

jupyter-core

Jupyter core package. A base package on which Jupyter projects rely.

nbformat

The Jupyter Notebook format

Version usage of treeinterpreter

Proportion of downloaded versions in the last 3 months (only versions over 1%).

0.2.3

51.26%

0.2.0

22.71%

0.2.1

17.44%

0.2.2

8.23%