- 01. EHR Transformations & Feature Engineering Overview
- 02. EHR Dataset Levels
- 03. Encounter Representation
- 04. Longitudinal Representation
- 05. How to Convert to Longitudinal Level
- 06. Select Last Encounter Exercise
- 07. Select Last Encounter Solution
- 08. Dataset Splitting Without Data Leakage
- 09. How to Split Dataset at Patient Level
- 10. Data Splitting Exercise
- 11. Data Splitting Solution
- 12. ETL with TensorFlow Dataset API
- 13. Numerical Features & Feature Column API
- 14. Numerical Feature Column API Exercise
- 15. Numerical Features Solution
- 16. Categorical Features & Feature Column API
- 17. Categorical Features Exercise
- 18. Categorical Features with Feature Column API Solution
- 19. Transformations and Feature Engineering Recap