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Deep Neural Networks have become increasingly popular due to their efficient realization in GPU hardware. Problems that were once considered computationally intensive to implement using Neural networks have now become possible due to the vast amount of flexibility and capability offered by the GPU and Deep networks combination. In this work, we attempt to improve the recognition rate for images, using...