ethical-data-science

There are 3 repositories under ethical-data-science topic.

• numfocus / algorithm-ethics

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

  ethical-artificial-intelligenceethical-data-scienceethical-hackingethical-tech
  70

• wearepal / EthicML

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

  ethical-artificial-intelligencefairnesstoolkitpytorchmachine-learningfairness-comparisondata-scienceethical-data-sciencecomputer-visionalgorithmic-fairnessfairness-mlfairness-airesponsible-aimachine-biasfairness-awareness-modelfairness-assessment
  Language:Python 23

• valeria-io / bias-in-credit-models

  Examples of unfairness detection for a classification-based credit model

  fairnessfairness-aifairness-testingethical-data-sciencebias-detectionbias-correction
  Language:Jupyter Notebook 19

• 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

  fairness-mlintersectionalityfairness-aiethical-data-scienceethics
  Language:Python 7
• 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.

  visualization-ethicshumanitiessciencesdata-visualizationvisualizationethicsethical-data-science
  Language:HTML 5

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

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

  nutritional-labelsai-fairnessethical-data-scienceethical-artificial-intelligenceword-embeddings
  Language:Jupyter Notebook 1