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蓝鲸的的公平性意识机器学习扩展,需要安装tensorflow和pytorch,占用资源较大,无特殊需要,可不安装。

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

Project details


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