fitme

Website Link Demo Video

(Note that the ML model runs on the free memory tier on Heroku as a Docker container and it may not work with a high resolution image.)

A platform allowing users to share and discover fashion inspiration, eased through machine learning and a friendly social network.

Architecture Overview

Frontend

• Framework: React
  • State Management: Redux
• UI Library: MaterialUI
• Build System: Yarn

Backend

• Middleware: Flask HTTP API
• MongoDB (Document-based NoSQL DB)
• Amazon AWS S3 - Blob/Image Storage

Machine Learning

Libraries:

• Pandas
• NumPy
• PyTorch
  • Detectron2

typeset on Jupyter Notebook

Languages

• Frontend - TypeScript
• Backend (ML Model and API) - Python

Workflow

CI/CD Provider: GitHub Actions

• Run linter

See frontend/package.json for detailed frontend library dependencies.