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Neural ODEs (NODEs) [Physics Informed Machine Learning]

Steve Brunton 80,672 11 months ago
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This video describes Neural ODEs, a powerful machine learning approach to learn ODEs from data. This video was produced at the University of Washington, and we acknowledge funding support from the Boeing Company %%% CHAPTERS %%% 00:00 Intro 02:09 Background: ResNet 05:05 From ResNet to ODE 07:59 ODE Essential Insight/ Why ODE outperforms ResNet // 09:05 ODE Essential Insight Rephrase 1 // 09:54 ODE Essential Insight Rephrase 2 11:11 ODE Performance vs ResNet Performance 12:52 ODE extension: HNNs 14:03 ODE extension: LNNs 14:45 ODE algorithm overview/ ODEs and Adjoint Calculation 22:24 Outro

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