Please read the excellent tutorial by Anuj Shah at: http://learnandshare645.blogspot.hk/2016/06/3d-cnn-in-keras-action-recognition.html
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http://learnandshare645.blogspot.hk/2016/06/3d-cnn-in-keras-action-recognition.html