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 ## Proposed idea
 Infuse the 3D CNN model with the assumptions used in optical flow computaitons in a *soft* way through a special regularization on the filters.
 
-## In this project
+## In this amazing project
 We test the merit of this idea by training ConvNets from scratch on the UCF101 Human Action Recognition data set using Theano. See the [report](http://cs231n.stanford.edu/reports/2015/pdfs/kjchavez_final.pdf).
 
 ## Dependencies