.. image:: https://github.com/sdpython/mlinsights/blob/master/_doc/sphinxdoc/source/_static/project_ico.png?raw=true :target: https://github.com/sdpython/mlinsights/ .. _l-README: mlinsights - extensions to scikit-learn ======================================= .. image:: https://travis-ci.com/sdpython/mlinsights.svg?branch=master :target: https://app.travis-ci.com/github/sdpython/mlinsights/ :alt: Build status .. image:: https://ci.appveyor.com/api/projects/status/uj6tq445k3na7hs9?svg=true :target: https://ci.appveyor.com/project/sdpython/mlinsights :alt: Build Status Windows .. image:: https://circleci.com/gh/sdpython/mlinsights/tree/master.svg?style=svg :target: https://circleci.com/gh/sdpython/mlinsights/tree/master .. image:: https://dev.azure.com/xavierdupre3/mlinsights/_apis/build/status/sdpython.mlinsights%20(2) :target: https://dev.azure.com/xavierdupre3/mlinsights/ .. image:: https://badge.fury.io/py/mlinsights.svg :target: http://badge.fury.io/py/mlinsights .. image:: https://img.shields.io/badge/license-MIT-blue.svg :alt: MIT License :target: http://opensource.org/licenses/MIT .. image:: https://codecov.io/github/sdpython/mlinsights/coverage.svg?branch=master :target: https://codecov.io/github/sdpython/mlinsights?branch=master .. image:: http://img.shields.io/github/issues/sdpython/mlinsights.png :alt: GitHub Issues :target: https://github.com/sdpython/mlinsights/issues .. image:: http://www.xavierdupre.fr/app/mlinsights/helpsphinx/_images/nbcov.png :target: http://www.xavierdupre.fr/app/mlinsights/helpsphinx/all_notebooks_coverage.html :alt: Notebook Coverage .. image:: https://pepy.tech/badge/mlinsights/month :target: https://pepy.tech/project/mlinsights/month :alt: Downloads .. image:: https://img.shields.io/github/forks/sdpython/mlinsights.svg :target: https://github.com/sdpython/mlinsights/ :alt: Forks .. image:: https://img.shields.io/github/stars/sdpython/mlinsights.svg :target: https://github.com/sdpython/mlinsights/ :alt: Stars .. image:: https://img.shields.io/github/repo-size/sdpython/mlinsights :target: https://github.com/sdpython/mlinsights/ :alt: size *mlinsights* extends *scikit-learn* with a couple of new models, transformers, metrics, plotting. It provides new trainers such as *QuantileLinearRegression* which trains a linear regression with *L1* norm non-linear correlation based on decision trees, or *QuantileMLPRegressor* a modification of scikit-learn's MLPRegressor which trains a multi-layer perceptron with *L1* norm. It also explores *PredictableTSNE* which trains a supervized model to replicate *t-SNE* results or a *PiecewiseRegression* which partitions the data before fitting a model on each bucket. * `GitHub/mlinsights `_ * `documentation `_ * `Blog `_ Function ``pipeline2dot`` converts a pipeline into a graph: :: from mlinsights.plotting import pipeline2dot dot = pipeline2dot(clf, df) .. image:: https://raw.githubusercontent.com/sdpython/mlinsights/master/_doc/sphinxdoc/source/pipeline.png