No relation. Mechanical advantage is a ratio (between the force applied to the mechanism and the external force provided by you ). Efficiency is the fraction of energy actually useful after taking...
without friction the universe would cease to exist.
in a mechanical apparatus a reduction in friction is usually accompanied by an increase in efficiency.