Oops, I did it again. Unfortunately, angular-fullstack generator only supports Angular 1.6 and I need Angular 2.
I searched web again, but was not able to find what I need. So instead I decided to use seed project I downloaded from the course I watched. It took me about an hour to fix all version conflicts, but I am finally able to run a simple MEAN app.