In the realm of machine learning, data preprocessing emerges as a fundamental step that remarkably influences the effectiveness of your models. Raw data is often incomplete, hindering the ability of algorithms to derive meaningful insights. Data preprocessing involves a series of techniques aimed at transforming data into a appropriate format for m