There's also Premiere Elements.
http://www.adobe.com/products/premiere-elements.html
It's not available in the Adobe Cloud. It's a separate one-off, very affordable purchase but might do everything you need - at least to begin with.
Premiere Elements is a very good starting point for many people, some of whom might go on to learn its big brother, Premiere Pro.