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In this presentation we will make an attempt to answer the question of how far AI from revolutionising healthcare and what is the current progress in this area. I have looked into the latest groundbreaking medical innovations driven by deep learning and evaluate their potential impact on medical practice. I have discussed the main challenges that deep learning engineers face and recent advances that have been proposed in deep learning in order to address these challenges. Most of the presentation is based on the recently accepted review paper – Computational biology – deep learning by William Jones, Kaur Alasoo, Dmytro Fishman et al.