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