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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.