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Python Symbolic Regression (PySR) [Physics Informed Machine Learning]

Steve Brunton

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Python Symbolic Regression (PySR) [Physics Informed Machine Learning]

52 561 просмотр · 2 года назад
Steve Brunton
556 тыс. подписчиков
52 561 просмотр · 2 года назад
This video was produced at the University of Washington, and we acknowledge funding support from the Boeing Company %%% CHAPTERS %%% 00:00 Intro 02:14 What is Symbolic Regression? 04:08 High-Level Algorithm/ Genetic Programming Overview // 05:26 Crossover and Mutation 08:12 History of Symbolic Discovery/ Background: Symbolic Discovery // 09:16 Symbolic Discovery Case Study // 11:15 Case Study: Control Laws 12:18 Why PySR // 12:18 PySR: Features // 13:15 PySR: Benchmarks // 14:00 PySR: Code Structure 14:19 Why Symbolic Regression/ Potential Outro 15:48 Outro