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Computer Science, Swansea University, 2020

Master by Taught in Swansea Univeristy (Distinction)

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Computer Science, Swansea University, 2023

Master by Research in Swansea University

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Revolutionizing Protein Design: The Vector Field Network Approach

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In the rapidly evolving field of protein design, traditional methods have often been hampered by limitations in accurately modeling the intricate structures of proteins. This presentation introduces the Vector Field Network (VFN), a groundbreaking approach that transcends these limitations by leveraging learnable vector computations. VFN represents a significant leap forward, offering unparalleled precision in modeling both protein frames and atoms. We will explore how VFN not only enhances our capability to design novel proteins but also sets new benchmarks in protein diffusion and inverse folding challenges. Join us as we delve into the mechanics of VFN, its comparative advantages over existing models, and its potential to usher in a new era of innovations in protein science.