Inthepastfewyears,deeplearninghasplayedanimportantroleinbigdataanalyticsolutions.Inthispaper,wereviewtheemergingresearchesofdeeplearningmodelsforbigdatafeaturelearning.Furthermore,wepointouttheremainingchallengesofbigdatadeeplearninganddiscussthefuturetopics.