How to GET REST resources for Views
If you have the rest module enabled you have a new display type called "REST export". There you can configure to either return just the normal REST output for all entities, or you can even configure which fields you want to include.

Much like you enable REST support for entity types you also don't want to deal with unwanted REST access by default.