In this lab, you will generate an Amazon Machine Learning model, test and shape the ML model and then try real-time predictions. To successfully complete this lab, you should be familiar with the Amazon S3 service. You should understand the concepts of bucket and object, and how to perform put and get operations on objects in an S3 bucket using the S3 console or AWS CLI. You should have at least taken the lab “Introduction to Amazon Simple Storage Service (S3)”. For the lab to function as written, please DO NOT change the auto assigned region.