mlops-zoomcamp/04-deployment/web-service at main · IanMcShane/mlops-zoomcamp · GitHub

Name		Name	Last commit message	Last commit date
parent directory ..
Dockerfile		Dockerfile
Pipfile		Pipfile
Pipfile.lock		Pipfile.lock
README.md		README.md
lin_reg.bin		lin_reg.bin
predict.py		predict.py
test.py		test.py

README.md

Deploying a model as a web-service

Creating a virtual environment with Pipenv
Creating a script for predictiong
Putting the script into a Flask app
Packaging the app to Docker

docker build -t ride-duration-prediction-service:v1 .

docker run -it --rm -p 9696:9696  ride-duration-prediction-service:v1