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In the realm of modern data analysis, unveiling obscure insights has become paramount. This article provides a comprehensive review of various sophisticated data and machine learning analysis techniques, enabling researchers and practitioners to exploit the power of data for data-driven decision making. From classical statistical methods to innovat