Optimizing Inference in Deep Learning Models

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Deep learning is currently in the media spotlight due to several impressive feats, including Google's self-driving cars, voice recognition in intelligent personal assistants (Apple's Siri, Google's Now, Microsoft's Cortana, and Amazon's Alexa), and beating a world champion in the game GO. Other notable achievements involve setting new records in image recognition, analyzing particle accelerator data, and predicting the effects of mutations in non-coding DNA on gene expression and disease. Although there is no consensus on the definition of deep learning, deep learning involves