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This article discusses the importance of big data analysis in modern technology and the significant role it plays in decision-making. It also explores the use of artificial intelligence and machine learning in data science and the potential impact on various fields such as biology, chemistry, and engineering. The article also introduces a special issue on data science and big data in these areas, inviting submissions for publication.