Harnessing the force 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 evolve. One crucial aspect is feature engineering, where relevant characteristics are extracted to develop accurate AI models. A