Orange3 Fairness is an add-on for the Orange3 data mining suite. It provides extensions for fairness-aware AI, which includes algorithms for detecting and mitigating different types of biases in the data and the predictions of machine learning models.
First, download the latest Orange release from
our website. Then, to install the fairness add-on, head to
Options -> Add-ons...
in the menu bar.
If you would like to install from cloned git repository, run
pip install .
To register this add-on with Orange, but keep the code in the development directory (do not copy it to Python's site-packages directory), run
pip install -e .
After the installation, the widget from this add-on is registered with Orange. To run Orange from the terminal, use
orange-canvas
or
python -m Orange.canvas
The new widget appears in the toolbox bar under the section Fairness. Starting up for the first time may take a while.