If you have made it this far, give yourself a pat on the shoulder. This is not to think of yourself as a machine learning (ML) expert, but rather to acknowledge the work that you have done to learn Automated ML (AutoML) workflows. You are now ready to apply these techniques to solve your problems!
In this chapter, you are going to review what you have learned throughout the chapters and put your learning into a broader perspective.
We will be covering the following topics in our discussion:
- Machine learning as a search
- Trade-offs in ML
- An engagement model for a typical data science project
- The phases of an engagement model