CPU-addressable RAM is not interchangeable with graphics card RAM, so unfortunately this strategy isn't quite in the right direction.
AFAIK it flat out won't work with the DL frameworks.
If I'm mistaken please do speak up.
Edit: Thank you JonathanFly, I didn't know this!