Harnessing the potential of Artificial Intelligence (AI) requires a solid understanding of data science techniques. Data here scientists leverage a spectrum of methods to extract insights from complex datasets, enabling AI models to adapt. One crucial aspect is variable engineering, where relevant features are identified to build accurate AI model