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Embedding Domain Knowledge for Machine Learning of Complex Material Systems

Embedding Domain Knowledge for Machine Learning of Complex Material Systems

Materials Research Society via YouTube Direct link

Introduction

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1 of 15

Introduction

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Classroom Contents

Embedding Domain Knowledge for Machine Learning of Complex Material Systems

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  1. 1 Introduction
  2. 2 Complex Material Systems
  3. 3 Response Surfaces
  4. 4 General Problem
  5. 5 hierarchical machine learning
  6. 6 example
  7. 7 how does this work
  8. 8 contributions
  9. 9 Middle layer
  10. 10 Algorithm
  11. 11 Trends in Data
  12. 12 Hidden Correlation
  13. 13 Random Forest Approach
  14. 14 Conclusion
  15. 15 Question

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