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This Special Issue focuses on the methods and algorithms for processing and analyzing scientific data, including data collection and cleaning, machine learning, deep learning, and big data management. The aim is to provide a forum for the academic community to discuss theories, techniques, and applications of scientific data. Manuscripts can be submitted online and will be peer-reviewed before being published in the journal.