Introduction In our last post, we discussed how we can use a layered architecture with Docker to simplify and reuse images in the deployment of R-based models. In this post, we will review how to run our Docker model image in AWS using the Elastic Container Service (ECS) with the Fargate deployment …

Introduction Welcome to this first post in my series on running R workloads in AWS. Today, we’ll explore how to use Docker to package R models effectively, providing a flexible and efficient solution for cloud migration. By the end of this post, you’ll understand: Why Docker is an …

The Problem: In this series I will chronicle my journey of working with a marketing attribution team that faced a common challenge in the data science world. They had several marketing attribution models written as a series of scripts in the R programming language hosted on Github. They were running …