Wrap-up
Deploying AI into Production with FastAPI
Matt Eckerle
Software and Data Engineering Leader
Introduction to FastAPI for Model Deployment
Chapter 1
- Basic GET and POST requests
- Loading a pre-trained model
- Running the
uvicornserver - Pydantic models for requests and responses
Integrating AI models
Chapter 2
- More structured input types
- Loading a pre-trained model in the app
- Structured prediction results
Securing and optimizing the API
Chapter 3
- API key authentication
- Rate limiting
- Async processing
API versioning, monitoring and logging
Chapter 4
- API versioning and documentation
- Advanced input validation and error handling
- Monitoring and logging
