UCI Machine Learning Repository
archive.ics.uci.edu
Long-running collection of datasets for machine learning research, spanning classification, regression, and clustering with detailed documentation.
Why it is useful
Before there was Kaggle, there was UCI — a huge number of classic ML papers and textbook examples are built on datasets hosted here, each documented well enough to understand exactly what you're working with before you start.