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Deep learning methods have had tremendous success in a wide variety of applications including self driving, infrastructure inspections, design optimization, robotic navigation, and even in solving differential equations! What is incredible is that the deep learning solutions in all these applications stem from a few, dare I say, simple ideas. This course is aimed at