← All projects
Advanced~16 hours
Image Classifier API
Wrap a pre-trained vision model in a FastAPI endpoint and ship a tiny upload UI.
PythonFastAPIPyTorchPillow
Build plan
- 1Load a torchvision pre-trained model
- 2POST /classify — accept an image, return top-5 labels
- 3Build a drag-and-drop frontend that calls the API
- 4Containerize with Docker and add a /health endpoint
Stuck?
Open the playground and prototype the trickiest part first. Even 20 lines of working code beats a perfect plan that never runs.
Open Playground