covid-xray

A fully automated, deep learning powered REST API to detect COVID-19 from X-ray images with automated retraining.

Automation:The model will be re-trained every three days with the new data and the API will be refreshed

Usage

You can use curl to test the API or any other API testing tool like postman

curl -i \
    -X POST \
    -H "Content-Type: multipart/form-data" \
    -F "image=@your_image_name" 
    http://api-covid.eastus2.azurecontainer.io/api

Architecture

• The REST API is a flask app which runs on an Azure Container Instance
• The Automation Pipeline is a Kubeflow pipeline which runs on Azure Kubernetes Cluster
• Both the entities communicate via a Azure file share which is attached as a volume to the API container.