maximum likelihood

Model Perspective

Jul 24, 2022 · Artificial Intelligence

How to Build and Estimate a Logistic Regression Model for Grouped Data

This article explains the construction of logistic regression models, the use of the sigmoid function, maximum likelihood estimation, and least‑squares estimation for grouped data, illustrated with a housing‑purchase case study and complete Python code for fitting and predicting probabilities.