GK Question

technology hard mcq

Which technique handles high-cardinality categorical variables efficiently?

  1. One-Hot Encoding
  2. Target Encoding
  3. Embedding Layers
  4. All of these

Answer: All of these

High-cardinality handling: one-hot for low cardinality, target encoding for medium, embeddings for high (deep learning). Choice depends on model type and cardinality. Critical for feature preprocessing.

Topic Data Science
Exam Relevance Banking, SSC JE, UPSC