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