How does oxygen enter cells through the cell membrane and carbod dioxide leave cells through the cell membrane?

Simple diffusion. Oxygen and carbon dioxide can both go directly through the lipid bilayer.
Picks up the oxygen, and takes it to all the living cells of our bodies.