Are support vector machines and logistic regression equivalent if data is linearly separable?
Very closely, but not exactly. This post by Georgios Drakos goes through the question mathematically and visually. Here is an image from the post:



which compares soft-margin SVM (SVM) and Logistic Regression (LR).