Michaela is using an app that recommend which of her friends to tag in pictures she has uploaded what area of machine learning is the app using

The app is using a type of machine learning called collaborative filtering. This technique uses data from multiple users to make recommendations or predictions for one user based on similarities with others. In this case, the app is likely analyzing characteristics of the pictures and comparing them to those of Michaela's friends to suggest who to tag.