https://glassboxmedicine.com/2019/06/11/cnn-heat-maps-class-activation-mapping-cam/ CNN Heat Maps: Class Activation Mapping (CAM)Date: June 11, 2019Author: Rachel Draelos “Class Activation Mapping (CAM) is one technique for producing heat maps to highlight class-specific regions of images.”
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 Lundberg
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What I Read: Visualizing Weights
https://distill.pub/2020/circuits/visualizing-weights/ Visualizing WeightsChelsea VossNick CammarataGabriel GohMichael PetrovLudwig SchubertBen EganSwee Kiat LimChris OlahFeb. 4, 2021DOI 10.23915/distill.00024.007 “The problem of understanding a neural network is a little bit like reverse engineering a
What I Read: Medicine’s Machine Learning Problem
https://bostonreview.net/science-nature/rachel-thomas-medicines-machine-learning-problem Science & NatureMedicine’s Machine Learning ProblemAs Big Data tools reshape health care, biased datasets and unaccountable algorithms threaten to further disempower patients.Rachel Thomas “…it is crucial to acknowledge that