Machine Learning for Fluid Mechanics

Machine Learning for Fluid Mechanics

Steve Brunton via YouTube Direct link

Patterns

6 of 16

6 of 16

Patterns

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Classroom Contents

Machine Learning for Fluid Mechanics

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  1. 1 Introduction
  2. 2 What is Machine Learning
  3. 3 Machine Learning is not Magic
  4. 4 History of Machine Learning
  5. 5 AI Winter
  6. 6 Patterns
  7. 7 orthogonal decomposition
  8. 8 lowdimensional patterns
  9. 9 boundary layer simulations
  10. 10 turbulent energy cascade
  11. 11 closure modeling
  12. 12 superresolution
  13. 13 autoencoders
  14. 14 reduced order models
  15. 15 flow control
  16. 16 inspiration from biology

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