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My research focuses on Software-Defined Computer Arithmetic and its practical application in optimizing the implementation of machine learning and security algorithms. Software-Defined Computer Arithmetic is an emerging approach in computer arithmetic designed specifically to address the numeric requirements of computations, aiming to enhance efficiency in application areas such as machine learning and cryptography.