When you say "an hour or two" that tells me you aren't planning on doing anything legit, just sitting on a stationary bike, barely pedaling, and reading a magazine or watching TV.
In this case, no. No you won't. If you want to lose weight, you have to put forth an actual effort. No effort = no weight loss. Simple as that.