ELI5 is a Python package which helps to debug machine learning classifiers and explain their predictions.
It provides support for the following machine learning frameworks and packages:
ELI5 also implements several algorithms for inspecting black-box models (see Inspecting Black-Box Estimators ):
Explanation and formatting are separated; you can get text-based explanation
to display in console, HTML version embeddable in an IPython notebook
or web dashboards, a
pandas.DataFrame
object if you want to process
results further, or JSON version which allows to implement custom rendering
and formatting on a client.
License is MIT.
Check docs for more.