Week 8: Predictive Modeling

Background

• Neural Networks & Deep Learning

• Convolutional Neural Networks

• Pre-trained CNNs

Today's paper

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Predicting survival from colorectal cancer histology slides using deep learning: A retrospective multicenter study, Kathner, et al PLOS Medicine, 2019

Background

• Modeling time-varying processes

• Recurrent Neural Networks

Today's paper

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•Using recurrent neural network models for early detection of heart failure onset, Choi et al J Am Med Inform Assoc. 2017 Mar; 24(2): 361–370