Serving and Testing Predictions
Serving Predictions with FastAPI
Model Deployment
index.html
Orientation
Preface
Setting Up the Environment
From Model to Inference
From Model Training to Deployment
Saving and Loading Model Pipelines
Building a Reliable Inference Workflow
Serving and Testing Predictions
Serving Predictions with FastAPI
Validation, Errors, and API Testing
Containers and Operations
Containerizing the Application
Deployment Monitoring and Maintenance
Case Study
End-to-End Deployment Case Study
Appendices
Appendix
References
Serving and Testing Predictions
Serving Predictions with FastAPI
Serving Predictions with FastAPI
Published
Aug 2026
ID:
MD-L05
Status:
Scaffolded for chapter-by-chapter development
Theme:
Expose the inference contract through an API
This chapter will expose health and prediction endpoints with FastAPI and Pydantic.
Building a Reliable Inference Workflow
Validation, Errors, and API Testing