How to install anything in Ubuntu

New to Linux, and having trouble figuring out how to install anything in Ubuntu? "Where's the EXE?", "Where do I need to extract this to?", "How do I run it?", "Where did it go?" It's just as easy in Ubuntu as it is in Windows to install things, only different.