Anchoring SideWalls

I have a novice question. After building the floor and the proper insulation, what is the best way to anchor the side walls. Do you screw into the floor? If you are going with wood sides, what is the best way to hide the screwheads?
Just wondering and planning.
Just wondering and planning.