Deep Learning systems perform surprisingly well on a broad set of tasks from various domains, including computer vision and natural language processing. Recently, however, theoretical studies, as well as, for example, prominent cases of accidents involving self driving vehicles, which received broad coverage by the media, demonstrated that Deep Learning based models sometimes fail, seemingly without any reason.
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