SeeFood

Inspired by Jin Yang's app from Silicon Valley, SeeFood is a food classifier trained on Indian food items. Its an end to end pipeline with:

• SeeFoodModel:

  • Single Shot Detection with anchor boxes model definitions
  • Model iterations and experiment tracking.
  • Dataset object for IndianFoodNet30
  • Stack: PyTorch, MLFlow

• SeeFoodServer:

  • FastAPI server that runs the PyTorch model.
  • Runs prediction with base64 encoded image in POST request.
  • Stack: FastAPI, pydantic

• SeeFoodModelApp:

  • The mobile app frontent synced with server.
  • Stack: Expo

Working Demo