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However, some familiarity with the basic principles of deep learning will be helpful and are briefly reviewed. It is hoped that this will be useful in understanding both the current limitations of machine learning and how to address them.With applications in object detection, image feature extraction, image classification, and image segmentation, artificial intelligence is facilitating high-throughput analysis of image data in a variety of biomedical imaging disciplines, ranging from radiology and pathology to cancer biology and immuno