Before pleasehelp's mind is in a total mess, let's try to settle this issue together.
You suggest that 'two-week' is an adjective preceding the noun 'notice'. I must say that I have rarely seen it used that way, while I often come across this expression written the way I wrote it above (with a genitive): two week's notice. For me, this is the most natural structu
Two weeks' notice is correct and so is two-week notice. Some native speakers will sometimes say two weeks notice which is considered incorrect but here's the proof http://www.imdb.com/title/tt0313737/