Chapter 7: Doing Automated Machine Learning with Amazon SageMaker Autopilot

"One of the holy grails of machine learning is to automate more and more of the feature engineering process."

– Pedro Domingos

"Automated machine learning, the best thing since sliced bread!"

– Anonymous

Automated Machine Learning (AutoML) via hyperscalers – that is, via cloud providers – has the potential to bring AI democratization to the masses. In the previous chapter, you created a Machine Learning (ML) workflow in SageMaker, and also learned about the internals of SageMaker Autopilot.

In this chapter, we will look at a couple of examples explaining how Amazon SageMaker Autopilot can be used in a visual, as well as in notebook, format.

In this chapter, we will cover the following topics:

• Creating an Amazon SageMaker Autopilot limited experiment
• Creating an AutoML experiment
• Running the SageMaker Autopilot experiment and...