AWS Certified AI Practitioner
Regression, Classification, and Clustering
The three workhorse ML techniques and how to pick the right one for a use case, using the shape of the answer you need: a number, a category, or a set of natural groups.
Beginner 16 minutes 4 Learning Objectives
- Match a use case to regression, classification, or clustering by the shape of the answer it needs
- Distinguish regression from classification even when the same subject can be framed either way
- Explain when clustering fits: no labels exist and you want to discover groups
- Avoid the common traps of confusing a number with a category and a known label with a discovered group
