Linear regression predicts continuous outcomes: . Logistic regression predicts probabilities for binary outcomes using the sigmoid function.
Interview questions: "What are the assumptions of linear regression?" "How do you interpret the coefficients?" "What's the difference between R-squared and adjusted R-squared?" These basics are tested repeatedly.