Section 1

Aggregate evaluation is useful, but it can hide that some instances are consistently harder than others.

Focus

• Toy clustering datasets
• Model comparison under unsupervised evaluation
• Why average metrics can hide instance-level structure

Main Notebook

• Guided notebook: 01_00_unsupervised_evaluation_toy_problems.ipynb
• Role: introduce the problem and motivate instance difficulty