The Mythos of Model Interpretability

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Statements (18)
Predicate Object
gptkbp:instanceOf gptkb:academic_journal
gptkbp:arXivID 1606.03490
gptkbp:author Zachary C. Lipton
gptkbp:citation highly cited
gptkbp:discusses challenges in interpretability
definitions of interpretability
importance of context in interpretability
taxonomy of interpretability
trade-offs in model design
https://www.w3.org/2000/01/rdf-schema#label The Mythos of Model Interpretability
gptkbp:language English
gptkbp:publicationYear 2016
gptkbp:publishedIn ICML Workshop on Human Interpretability in Machine Learning (WHI)
gptkbp:topic gptkb:machine_learning
model interpretability
gptkbp:url https://arxiv.org/abs/1606.03490
gptkbp:bfsParent gptkb:Zachary_Lipton
gptkbp:bfsLayer 8