Diagnose Bias and Variance Across KNN and Regularized Models
Company: Cargurus
Role: Data Scientist
Category: Machine Learning
Difficulty: medium
Interview Round: Technical Screen
Quick Answer: Sharpen your ability to diagnose bias and variance from learning curves, explain how KNN changes with neighborhood size, and compare L1, L2, and elastic net. Focus on leakage-safe validation, feature scaling, correlated predictors, and practical model-selection trade-offs.