This talk is about the promise of Deep Learning in Healthcare and its practial limitations. What are some of the gaps between academic research and prodcution level code and how can we mitigate this production level gap in Deep Learning and Healthcare, and what are some of the tools and techniques we can deploy to make production easier for Deep Learning especially Healthcare?