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Lecture Notes on Linear Neural Networks: A Tale of Optimization and Generalization in Deep Learning

Lecture Notes on Linear Neural Networks: A Tale of Optimization and Generalization in Deep Learning

These notes are based on a lecture delivered by NC on March 2021, as part of an advanced course in Princeton University on the mathematical understanding of deep learning. They present a theory (developed by NC, NR and collaborators) of linear neural networks -- a fundamental model in the study …