Machine Learning, Data Science, Artificial Intelligence, Mathematics, Statistics.
its optimization problem has a unique global minimum. This property is crucial for ensuring the stability and convergence of optimization algorithms used in logistic regression. By proving the convexity of the log-loss function, we have shown that the optimization problem in logistic regression is