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This article discusses the increasing use of machine learning in various applications and the challenges it presents in terms of computational power and data management. The Special Issue focuses on novel developments in machine learning algorithms and optimization for different computational platforms. Manuscripts are being accepted for submission and will be peer-reviewed before being published in the journal.