Fast Electron Density Estimation of Molecules, Liquids, and Solids Using Neural Networks

Fast Electron Density Estimation of Molecules, Liquids, and Solids Using Neural Networks

Institut Català de Nanociència i Nanotecnologia via YouTube Direct link

Neural networks

5 of 21

5 of 21

Neural networks

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Fast Electron Density Estimation of Molecules, Liquids, and Solids Using Neural Networks

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  1. 1 Intro
  2. 2 Background
  3. 3 Screening funnel
  4. 4 Machine learning method
  5. 5 Neural networks
  6. 6 Different representations of molecules
  7. 7 Cooler Matrix
  8. 8 Graphs
  9. 9 Graph network
  10. 10 Edge States
  11. 11 Directionality
  12. 12 Evaluation
  13. 13 Problems
  14. 14 Summary
  15. 15 Error metric
  16. 16 Outliers
  17. 17 Runtime
  18. 18 Energy errors
  19. 19 Conclusion
  20. 20 Models
  21. 21 Crossover

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