Unbiasing Tool

In this page you can have a detailed description of the Unbiasing. Follow the instructions to download the tool locally from the SECURED registry.

Description


Given a model, a sensitive attribute and a balanced dataset, this service provides the user with some approaches that can mitigate the bias. First, the Bias Assessment tools will be used to evaluate the bias of the model. Then it provides guidelines on how to perform in-processing bias mitigation. Each proposed approach will be illustrated by commented-out code so that the user can reproduce it on their use case seamlessly.

Operation


Image 1 for Unbiasing

Deployment


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