Feature engineering, the art and science of crafting input variables with machine learning algorithms, often feels like a mystical process. Features scientists toil tirelessly, manipulating datasets into valuable insights that fuel AI models' accuracy. However, it doesn't have to be an enigma! With a structured approach and grasping the basics of f