coreys-image-classifier

By Corey Gale (mechtrondev[at]gmail.com)

Production environment

Try it out!

Features

• Classification of 1000 different objects
• API with user management
• SPA-style web client
• Top 10 classifications page
• Classification caching

Tech stack

Frontend

• Bootstrap
• VueJS

Backend

• Python
• Django REST Framework
• Djoser
• TensorFlow
• Keras
• ImageNet
• MySQL
• Redis

DevOps

• Docker
• Kubernetes
• EKS
• Helm
• Ambassador
• Envoy

Stack visualized

📕 Docs

Head over to the projects docs page to learn how to:

• Start the dev environment
• Trigger database migrations
• Build the app's Docker images
• Deploy the app's Helm chart
• Make common API requests (like requesting a classification)

Project docs

To do

1. Add Prometheus metrics endpoints to API and Web apps
2. Visualize metrics with Grafana dashboards