Orange3 add-on for fairness-aware machine learning.
Project description
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
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