If you’re using moment.js you can simply call…
moment.duration('PT15M33S').asMilliseconds();
= 933000 ms
EDIT 2021: While this works, and still gets upvotes, I wouldn’t advise including moment.js just for this. I’d recommend using a regex answer like @redgetan’s