Logistic Regression, Generalized Linear Model, Machine Learning, Data Science, Statistical Learning.
canonical link function has several desired statistical properties: It makes X’y the sufficient statistic for the parameters to be estimated. The Newton Method and Fisher Scoring Method for finding MLE coincide. It simplifies derivation of MLE. It ensures some properties in the Linear Regression