psAI-clOps

End to End MLOps

This is a workflow to ensure Model Ops is taken care properly in any organisation

To utilize this repository to it's fullest qnd set up the required dashboard on AWS for tracking, deploying and versioning, check out the following blogs:

1. Setup MLflow on AWS: https://vaibhavsatpathy.medium.com/setup-mlflow-on-aws-ec2-94b8e473618f
2. MLOps deployment into AWS Fargate I: https://vaibhavsatpathy.medium.com/mlops-deployment-into-aws-fargate-i-bd612af5dd7a
3. MLOps deployment into AWS Fargate II: https://vaibhavsatpathy.medium.com/mlops-deployment-in-to-aws-fargate-ii-95321942b9e1