Unsupervised learning

Find structure in data without labels.

Clustering

Group similar things together. "What customer segments naturally exist in our data?"

Dimensionality reduction

Compress thousands of variables down to a handful that capture most of the signal. The intuition behind “embeddings.”

Anomaly detection

Flag observations that don’t look like everything else. Fraud, safety incidents, manufacturing defects.