ethical-data-science

There are 6 repositories under ethical-data-science topic.

  • numfocus/algorithm-ethics

    A collection of resources and tools designed to provide guidelines for ethical modeling.

    7116018

  • wearepal/EthicML

    Package for evaluating the performance of methods which aim to increase fairness, accountability and/or transparency

    Language:Python234853

  • valeria-io/bias-in-credit-models

    Examples of unfairness detection for a classification-based credit model

    Language:Jupyter Notebook19103

  • rashid-islam/Differential_Fairness

    Code implementing differential fairness (DF) metric in: J. R. Foulds, R. Islam, K. Keya, and S. Pan. An Intersectional Definition of Fairness. 36th IEEE International Conference on Data Engineering (ICDE), 2020

    Language:Python7200
  • ethics

    kathep/ethics

    A method for ethically visualizing data. Originally developed for big data and medium data contexts in the digital humanities, it is currently also being used by tech startups, and for visualization of broader impacts by research groups for the humanities, sciences, and social sciences.

    Language:HTML5200

  • ankushjain2001/Fairness-Evaluation-Of-Word-Embeddings

    A benchmark of the different word embedding techniques on fairness and bias in AI models

    Language:Jupyter Notebook1100