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 …

Introduction Pandas is an incredibly powerful library for data analysis. We can use Pandas to effectively get an initial snapshot of our data and explore it for features, and insights. It is sometimes confusing to understand the use of 2 key methods on a pandas DataFrame - iloc and loc. This article …