What is encoding high-cardinality categorical features?

High-cardinality encoding transforms categorical variables with many unique values into meaningful numeric representations.

Standard one-hot encoding becomes inefficient for high-cardinality features like user IDs. Alternatives include target encoding, frequency encoding, hashing trick, and embeddings. These methods balance performance and dimensionality.