Creating Feast resources in AWS
As discussed in the previous chapter, Feast aims to provide a quick setup for beginners to try it out; however, for team collaboration and to run a model in production, it requires a better setup. In this section, we will set up a Feast environment in the AWS cloud and use it in model development. In the previous chapter, we also discussed that Feast provides multiple choices when picking an online and offline store. For this exercise, Amazon S3 with Redshift will be used as an offline/historical store and DynamoDB will be used as an online store. So, we need a few resources on AWS before we can start using the feature store in our project. Let's create the resources one after another.
Amazon S3 for storing data
As mentioned in the AWS documentation, Amazon Simple Storage Service (Amazon S3) is an object storage service offering industry-leading scalability, data availability, security, and performance. Feast provides the capability to use...