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We discuss the development of novel deep learning algorithms to enable real-time regression analysis for time series data. We showcase the application of this new method with a timely case study, and then discuss the applicability of this approach to tackle similar challenges across science domains.arXiv:1805.02716v1 fatcat:sp5mghuiy5d5fd5ecbbjl3x2ay