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Interpretable Deep Learning for New Physics Discovery

Interpretable Deep Learning for New Physics Discovery

Steve Brunton via YouTube Direct link

Recovering Physics from a GNN

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Recovering Physics from a GNN

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Classroom Contents

Interpretable Deep Learning for New Physics Discovery

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  1. 1 Introduction
  2. 2 Symbolic Regression Intro
  3. 3 Genetic Algorithms for Symbolic Regression
  4. 4 PySR for Symbolic Regression
  5. 5 Combining Deep Learning and Symbolic Regression
  6. 6 Graph Neural Networks
  7. 7 Recovering Physics from a GNN
  8. 8 Results on Unknown Systems
  9. 9 Takeaways

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