Deploy ML model to GCP using FastAPI

GCP app: https://wine-ratings-b4yojuwgbq-uc.a.run.app/

In this exercise, we will build a fastapi ML application and deploy it with continuous delivery on GCP using Cloud Run and Cloud Build..

ML

To build a ML model, refer the colab notebook under notebooks folder.

FastAPI

To validate the fastapi application locally,

docker build -t wine .
docker run --rm -it -v $(pwd):/app -p 8000:8000 wine

GCP

To deploy the fastapi application on GCP following steps were taken.

1. While creating repo, add Google Cloud Build from Marketplace.

2. Create google cloud account.

3. Create a service in Cloud Run adding this repo as Continuous Deploy from source repository

   Add 8000 under Containers in section Container, Variables & Secrets, Connections, Security

4. App will deployed, to monitor keep checking logs.