Machine Learning for Predicting Additive Manufacturing Part Quality - Tutorial on Support Vector Regression

Machine Learning for Predicting Additive Manufacturing Part Quality - Tutorial on Support Vector Regression

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Summary

18 of 18

18 of 18

Summary

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Machine Learning for Predicting Additive Manufacturing Part Quality - Tutorial on Support Vector Regression

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  1. 1 Machine Learning Predicts Additive Manufacturing Part Quality
  2. 2 Additive Manufacturing
  3. 3 Qualification for AM
  4. 4 Research Objectives
  5. 5 Tutorial Overview
  6. 6 Introduction to Machine Learning
  7. 7 Support Vector Regression
  8. 8 Machine Learning Framework
  9. 9 Exploratory Data Analysis
  10. 10 Data Split
  11. 11 Jupyter Notebook on nanoHUB
  12. 12 Demo
  13. 13 Data Standardization
  14. 14 Hyperparameter Tuning
  15. 15 Cross Validation
  16. 16 Nested Cross Validation
  17. 17 Demo
  18. 18 Summary

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