In the realm of modern data analysis, unveiling obscure insights has become paramount. This article provides a comprehensive review of various cutting-edge data and machine learning analysis techniques, facilitating researchers and practitioners to exploit the power of data for intelligent decision making. From traditional statistical methods to em