Interactive machine learning supervision.
superintendent provides an
ipywidget-based interactive labelling tool
for your data. It allows you to flexibly label all kinds of data. It also allows
you to combine your data-labelling task with a statistical or machine learning
model to enable quick and practical active learning.
Take a look at the documentation: http://www.janfreyberg.com/superintendent/
It has some explanations of how the library works, and it also has many examples.
If you'd like to try the library without installing it, check out the repository on binder.
pip install superintendent
If you want to also use the keyboard shortcuts for labelling faster, you will also have to enable the ipyevents jupyter extension:
jupyter nbextension enable --py --sys-prefix ipyevents
If you also want to run the examples, you need three additional packages:
wordcloud. You can install them via pip by running:
pip install superintendent[examples]
If you want to contribute to
superintendent, you will need to install the test
dependencies as well. You can do so with
pip install superintendent[tests,examples]
Much of the initial work on
superintendent was done during my time at
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