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Classroom Contents
Designing an Architecture for Physics-Informed Machine Learning - Part 3
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- 1 Intro
- 2 The Architecture Zoo/Architectures Overview
- 3 What is Physics?
- 4 Case Study: Pendulum
- 5 Defining a Function Space
- 6 Case Studies: Physics Informed Architectures
- 7 ResNets
- 8 UNets
- 9 Physics Informed Neural Networks
- 10 Lagrangian Neural Networks
- 11 Deep Operator Networks
- 12 Fourier Neural Operators
- 13 Graph Neural Networks
- 14 Invariance and Equivariance
- 15 Outro
