Be careful in using both if you want your site to look good on ie. Ie has problems with both floats and absolute positioning.
If your layout is not fix width or height the safest way is nesting divs and building your frame based on simple clean rules.
You can float, but learn the proper way to do it, ie will give you a hard time if you don't.
"Trust your instincts!"