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This article discusses the impact of artificial intelligence on the field of biology, specifically in analyzing large-scale biological data. It highlights the use of machine learning, particularly deep learning, as an “intelligent” method in bioinformatics. The article also calls for the submission of original research and reviews on computational intelligence methods for analyzing next-generation sequencing data and biology sequence data.