
As far as I'm aware ammonium nitrate is only used in ANFO which is a HE. To detonate that you're going to need a hell of a blasting cap and unless you want to start synthesising AP or MEKP etc. (which you don't) then you've got no use for it (as far as I know, I could be wrong).
Basically what I've learnt is to stick with BP but make it well. There are 2 main methods - ball milling and the CIA method. You can search for the CIA method if you want to go about making it that way. Personally I bought a ball mill and now my BP is fairly decent with almost no effort.
If you want to make things go bang then you'll need a decent tube with end caps or bungs (I use bentonite clay, cat litter). I make my tubes by rolling kraft card round a wooden rod (piece of dowel) and using PVA glue to stick it. Then I powder some bentonite and use the rod to hammer it down into a bung. Seems to work well.
As for fuse - I've tried the one you're talking about but found it unreliable and it only burns on the outside. For salutes you want something like black match (search the name and you'll discover how to make it). Much more reliable.
I'm only a beginner myself but that should give you somewhere to start your further searching.