Packaging Preprocessing & Postprocessing Logic with Models
Beyond the Model File
Serialized models alone are insufficient. Feature transformations and output formatting must also be included.
Common Packaging Mistakes
- Inconsistent feature scaling
- Missing categorical encoding logic
- Untracked normalization steps
Complete packaging ensures prediction consistency between training and production.
