MLOpsAssignment

MLOpsAssignment: Predicting Miles per Gallon with the Auto-mpg Dataset Dataset: Auto-mpg dataset

Docker Containerization

To facilitate easy deployment, this project can be containerized using Docker.

1. Create a Dockerfile in project root.
2. Build the Docker image:

docker build -t project-name .

Cloud Deployment

• Using Cloud Run by Google Cloud
• Create a new project in Cloud Run
• Initialize using gcloud cmd line interface
• gcloud init
• gcloud run deploy [service name] --source .
• Endpoint: https://mlopsassingmentsvc-chfxmr7jba-el.a.run.app/

Automated Testing

• To ensure that the model functions as expected, automated testing has been set up.
• The testing is defined in the .github/workflows/test.yml file.