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