ML Models

March 21, 2022

TLDR

ml-models is a full-stack machine learning application.

• GitHub: lukemiloszewski/ml-models
• Frontend: www.mlmodels.org
• Backend: api.mlmodels.org

Overview

I built ml-models to explore the infrastructure and workflows required to build, deploy and monitor machine learning models in a production environment.

Tech Stack

Frontend

• TypeScript
• React
• React-Query - data synchronization
• Styled Components - styling
• NextUI - styling
• Netlify - CI/CD and hosting

Backend

• Python
• Poetry - dependency management and packaging
• FastAPI - API
• ONNX - machine learning models and inference runtime
• Traefik - reverse proxy and SSL
• Docker Compose - deployment
• GitHub Actions - CI/CD
• DigitalOcean - hosting