Logistic Regression: Binary And Multinomial (2026)

Use if you are answering a "True/False" style question.

Use if you are choosing between several distinct labels where one choice doesn't "outrank" another. Logistic Regression: Binary and Multinomial

It uses the Sigmoid function to map any real-valued number into a value between 0 and 1. The Math: It models the "log-odds" of the probability Use if you are answering a "True/False" style question

This is used when your target variable has exactly (e.g., Yes/No, Pass/Fail, Spam/Not Spam). Logistic Regression: Binary and Multinomial