Deepfood - Image Retrieval System in Production

Blog post on this project: https://yonigottesman.github.io/2020/05/15/deep-search-aws.html

System Arcitecture

Project Structure

Starlette web app

Web application that receives an image from user and return most similar images from index.

Training and Indexing Scripts

Notebook that fine tunes resnet34 pretrained model on food images.
Notebook that creates Annoy index.
Script that creates single folder with all images to index.
Notebbok to better understand embeddings.