Leveraging Amazon Redshift ML
In the previous chapter, we discussed the overall benefits of machine learning (ML) and how it fits into your data warehouse.
In this chapter, we will focus specifically on how to leverage Amazon Redshift ML to solve various use cases. These examples are designed to give you the foundation you need as you get hands-on training models, beginning in Chapter 5. We will show the benefits of Redshift ML, such as eliminating data movement, being able to create models using simple SQL, and drastically reducing the time it takes to train a new model and make it available for inference. Additionally, you will learn how Amazon Redshift ML leverages Amazon SageMaker behind the scenes to automatically train your models as we guide you through the following main topics:
- Why Amazon Redshift ML?
- An introduction to Amazon Redshift ML
- A
CREATE
MODEL
overview