Published October 31, 2022 | Version v1
Other Open

Step-by-Step Data Quality Augmentation, Bias Mitigation, and Implementing Fairness Metrics using Synthetic data

Creators

  • 1. Clearbox AI

Description

The aim of this report is to explain the functionalities of the software modules related to the deliverable on bias mitigation and fairness metrics of the TIME project, the successful WomenTechEU submission of Clearbox AI. The open source work done during the span of the project can be found in the following repositories:

  1. Structured Data Profiling library of Clearbox AI: https://github.com/Clearbox-AI/StructuredDataProfiling

  2. Bias Mitigation and Fairness module of Clearbox AI: https://github.com/Clearbox-AI/Bias-Detection-Mitigation

Files

ClearboxAI_DataProfiling_BiasMitigation_Report_WomentechEU_20221030-6.pdf

Files (364.3 kB)

Additional details

Funding

TIME – Trustworthy and Inclusive MLOps (Machine Learning Operations) made in Europe 101071795
European Commission