MLOps Landing Page

mlops-basic.md

MLOps Basics

Configurations

• Use Hydra to add configurations to python code.
• Loading a simple config(yaml) file using OmegaConf and Hydra
• Overriding configurations at runtime
• Splitting the configuration across multiple files
• Variable Interpolation
• How to run the model with different parameter combinations

Container Registry - AWS ECR

• Basics of S3
• Programmatic access to S3
  • Accessing s3 using CLI

import boto3

s3 = boto3.resource('s3')
bucket = s3.Bucket('models-dvc')
for obj in bucket.objects.all():
    print(obj.key)

• Configuring AWS S3 as remote storage in DVC
• Basics of ECR
• Configuring GitHub Actions to use S3, ECR

Serverless Deployment - AWS Lambda

• Basics of Serverless
• Basics of AWS Lambda
• Triggering Lambda with API Gateway
• Deploying Container using Lambda
• Automating deployment to Lambda using Github Actions

References

• https://www.ravirajag.dev/blog/mlops-hydra-config
• https://www.ravirajag.dev/blog/mlops-container-registry