Use 'import module' or 'from module import'?

I've tried to find a comprehensive guide on whether it is best to use import module or from module import. I've just started with Python and I'm trying to start off with best practices in mind.

Basically, I was hoping if anyone could share their experiences, what preferences other developers have and what's the best way to avoid any gotchas down the road?