Reason About an Intercept Shift in Logistic Regression
Company: Lyft
Role: Machine Learning Engineer
Category: Machine Learning
Difficulty: medium
Interview Round: Technical Screen
Overview: Analyze how a fixed logistic-regression intercept shift changes the decision boundary and classification metrics on the same labeled sample. The discussion tests careful reasoning about recall, false-positive rate, precision, ranking invariance, calibration, and threshold adjustment.