Chapter 6. Analyzing an ML pipeline
This chapter covers
- Determining if you have the right ML pipeline before it ossifies
- Economizing resources in your AI project
- Performing MinMax analysis on the ML pipeline
- Interpreting the results of a MinMax analysis
In chapter 5, you learned that as soon as you construct an ML pipeline, it starts ossifying. Consequently, it’s essential for you to ensure you don’t have a wrong and inadequate ML pipeline that’s incapable of fulfilling the business goals of your ML project. The most critical business question about the ML pipeline is, “How well does this pipeline do in business terms?” This chapter shows you how to analyze an ML pipeline and get an answer to that question.
Once you know how well your ML ...