In the realm of machine learning, data preprocessing emerges as a essential step that significantly influences the accuracy of your models. Raw data is often noisy, hindering the ability of algorithms to uncover meaningful insights. Data preprocessing involves a series of methods aimed at cleaning data into a suitable format for machine learning al