Module 5: Virtualized Unbiasing Framework

LESSON 5.4: CATALOG OF BIAS DETECTION AND MITIGATION STRATEGIES

The Catalogue builds upon training steps, providing tools and mitigation techniques for each of  the steps of training AI models. The central idea is not to create another text heavy framework, but  to provide a visual summary of existing bias detection and mitigation strategies in an  approachable and easy-to-grasp format. 

For the Bias Detector Catalogue, we have executed an extensive literature overview for bias  mitigation techniques, that are collected in our Gitlab repo.They serve as the input for the interactive visual  synthesis on the AI4gov platform.

Watch the Demo of the Bias Detector Catalog showcasing the examples of tools that can be utilized to detect or mitigate bias.