=1 =1 ( ) ln + ln ( | , ) = (| , ) =1 (| , ) E step: Evaluate (|, ) M step: Evaluate Given by = argmax (, ) where , = (|, ) ln (, |) E step: Evaluate the responsibilities with , , M step: Keep responsibilities fixed and maximize ln , , , with respect to , , (the derivative=0)