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Deep Learning Academy · Lesson

Serve with FastAPI

Wrap inference in a REST endpoint.

From Saved Model to Live API

A trained model only helps users when it is reachable. FastAPI wraps your model in a web endpoint they can call over HTTP. 🌍

Why FastAPI Fits Inference

FastAPI is fast, async-friendly, and auto-generates docs. That makes it a clean way to serve model predictions as a REST service.

All lessons in this course

  1. TorchScript & torch.compile
  2. Export to ONNX
  3. Quantization for Smaller, Faster Models
  4. Serve with FastAPI
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