- New York, NY
- https://www.linkedin.com/in/preethi-narayan/
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analyzing-racial-disparities
analyzing-racial-disparities PublicStudying the complexity of the learned model (a summary of the real dataset) and the accuracy of results of statistical queries on the derived synthetic dataset, under differential privacy
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algorithmic-fairness
algorithmic-fairness PublicIncorporating fairness-enhancing interventions into machine learning pipelines, observing the effect of hyperparameter tuning on performance, in terms of both accuracy and fairness
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transparency-and-interpretability
transparency-and-interpretability PublicUsing SHAP to generate locally interpretable explanations of classification decisions on a text corpus, using local explanations for feature selection, ultimately improving classification accuracy …
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