Summary

Advanced solutions like the MMSA are at the bleeding edge of ML and AI. It is a truly state-of-the-art technology and now it's another tool in your belt.

You've not only run all three notebooks on the OJ Sales data, but you have also converted the code to take in other datasets and understand how it works. Prepping data, training models, and forecasting the future using the MMSA are all things you have done and could do again. You may already have a use case to which you can apply it, or you may have to wait a few more years until your company is ready, but you are prepared.

Chapter 8, Choosing Real-Time versus Batch Scoring, continues your journey at the forefront of the ML world. Once you build a model in AutoML, the next step is to deploy it, and there are two options: batch versus real-time scoring. You will learn when to use batch scoring, when to use real-time scoring, and the main differences between the two. Mastering these concepts is key to successfully...