Harnessing the potential of Artificial Intelligence (AI) requires a solid understanding of data science techniques. Data scientists leverage a range of methods to extract insights from complex datasets, enabling AI models to learn. One crucial aspect is feature engineering, where relevant characteristics are selected to train accurate AI models. A