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Deep Learning to Discover Coordinates for Dynamics - Autoencoders & Physics Informed Machine Learning

Deep Learning to Discover Coordinates for Dynamics - Autoencoders & Physics Informed Machine Learning

Steve Brunton via YouTube Direct link

Autoencoders

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Autoencoders

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Deep Learning to Discover Coordinates for Dynamics - Autoencoders & Physics Informed Machine Learning

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  1. 1 Intro
  2. 2 Autoencoders
  3. 3 Motivation
  4. 4 General Challenges
  5. 5 Nonlinearity
  6. 6 Fluids
  7. 7 SVD
  8. 8 Auto Encoder Network
  9. 9 Solar System Example
  10. 10 Coordinate Systems
  11. 11 Constrictive Autoencoders
  12. 12 Koopman Review
  13. 13 Nonlinear Oscillators
  14. 14 Partial Differential Equations
  15. 15 Conclusion

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