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Classroom Contents
Physics Informed Machine Learning: High-Level Overview of AI and ML in Science and Engineering
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- 1 Intro
- 2 What is Physics Informed Machine Learning?
- 3 Case Study: Encoding Pendulum Movement
- 4 The Five Stages of Machine Learning
- 5 A Principled Approach to Machine Learning
- 6 Physics Informed Problem Modeling
- 7 Physics Informed Data Curation
- 8 Physics Informed Architecture Design
- 9 Physics Informed Loss Functions
- 10 Physics Informed Optimization Algorithms
- 11 What This Course Will Cover
- 12 Outro
