Abstract: I will present DeepStreaks and braai, deep-learning systems used by the Zwicky Transient Facility (ZTF) for the identification of fast-moving objects and general real/bogus object classification, respectively. Both systems use convolutional neural networks and demonstrate state-of-the-art performance. I will also report the initials results of the classifier deployment on the Edge Tensor Processing Units (TPUs) that show comparable performance in terms of accuracy, but in a much more (cost-) efficient manner.
