Tag: interpretability

What I Read: Be Careful Interpreting Predictive Models, Causal Insights

https://towardsdatascience.com/be-careful-when-interpreting-predictive-models-in-search-of-causal-insights-e68626e664b6 Be Careful When Interpreting Predictive Models in Search of Causal InsightsA careful exploration of the pitfalls of trying to extract causal insights from modern predictive machine learning models.Scott LundbergContinue readingWhat I Read: Be Careful Interpreting Predictive Models, Causal Insights

What I Read: Simplicity Creates Inequity, Fairness, Stereotypes, and Interpretability

https://arxiv.org/abs/1809.04578v1 Simplicity Creates Inequity: Implications for Fairness, Stereotypes, and InterpretabilityJon Kleinberg, Sendhil Mullainathan “Algorithmic predictions are increasingly used to aid… human decision-making…. We develop a formal model to explore theContinue readingWhat I Read: Simplicity Creates Inequity, Fairness, Stereotypes, and Interpretability