Hi,
You can use any of the mentioned models depending upon your requirements. Generally, logistic regression has a binary outcome or the dependent variable is binary, but you can also have multivariate logistic regression depending upon your dataset. Here is the link of an example that illustrates the workflow of generalized linear model and this is the link of an example that shows how to fit and evaluate generalized linear models.
I hope this gives you a perspective to solve your problem.
