/pycaret-deployment-aws

Deploy Machine Learning Pipeline on AWS Fargate

Primary LanguageJupyter Notebook

Deploy Machine Learning Pipeline on AWS Fargate

A beginner's guide to containerize and deploy machine learning pipeline serverless on AWS Fargate

👉 Learning Goals of this Tutorial

  • What is a Container? What is Docker? What is Kubernetes?
  • What is Amazon Elastic Container Service (ECS)?
  • What is AWS Fargate and serverless deployment?
  • Build and push a Docker image onto Amazon Elastic Container Registry.
  • Create and execute a task definition using AWS-managed infrastructure i.e. AWS Fargate.
  • See a web app in action that uses a trained machine learning pipeline to predict new data points in real-time.

Read the complete post: https://medium.com/@moez_62905/deploy-machine-learning-pipeline-on-aws-fargate-eb6e1c50507