Adaptive Power Management (APM) for mobile computers attempts to reduce power consumption by placing components into low power states with low impact on "perceived" performance.The state of the art commercial solutions are timeout policies. Research in APM has focussed on modeling system dynamics and not usage patterns. We describe a system that learns when to turn off components based on usage patterns and context.