Orange3-Fairness 0.2.0

Orange3 add-on for fairness-aware machine learning.

Orange3 Fairness

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. See documentation.

Features

Bias detection

• detect bias present in the data
• detect bias present in model predictions

Bias mitigation

• pre-processing, in-processing and post-processing methods for bias mitigation