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