This Special Issue, entitled “New Sight of Deep Learning in Bioengineering: Updates and Future Directions”, is an invitation to scientists to submit research articles, review articles, and short communications focused on the topic. Recent advances in deep learning and predictive computer simulations have dramatically changed current treatment models, facilitating individualized medical research. Advanced machine learning and deep learning algorithms have become influential in the medical fields, and it is important to expedite the incorporation of these innovative technologies into medical research. Manuscripts should be submitted online at www.mdpi.com by registering and logging in to this website.
