Anomaly.parf.ai

INTRODUCTION

This project is a full demo featuring Anomaly Detection models on cookies from developing the notebooks to the web app deployment.

• PROD: https://anomaly.parf.ai/
• DEV: https://dev.anomaly.parf.ai/

MAIN FEATURES

• Three models (Baseline, EfficientAD, FOMO AD)
• A web app
  • Efficient AD model using Sagemaker serverless endpoint
  • FOMO AD model using your browser as real-time inference from Edge Impulse
• An API for the serverless inference endpoint
• Automatic deployment with AWS using Terraform

FOLDER STRUCTURE

• .github code related to the deployment of the website after a git push
• ai Code related to the model's development
• api Code the inference API
• infrastructure Code related the automated infrastructure
• website Code related to the web app

WEBSITE DEPLOYMENT

• Deploy the website after a git push IF the commit message contains the text: "deploy:website" within the commit message

  • branch dev to deploy to dev.anomaly.parf.ai
  • branch prod to deploy to anomaly.parf.ai