Logistic regression with gradient descent and infinite step size is the batch perceptron, and a normalized version achieves an n times better iteration complexity.
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From Logistic Regression to the Perceptron Algorithm: Exploring Gradient Descent with Large Step Sizes
Logistic regression with gradient descent and infinite step size is the batch perceptron, and a normalized version achieves an n times better iteration complexity.