Starting from version 1.0.0 our open-source Automated Machine Learning Python package mljar-supervised is supporting fairness aware training of Machine Learning pipelines. Our AutoML can measure fairness and mitigate bias for provided sensitive features. We support three Machine Learning tasks: binary classification, multiclass classification and regression. We provide usage and implementation details in this article.
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Fairness in Automated Machine Learning
June 26, 2023 by Aleksandra Płońska, Piotr Płoński Automl Fairness