To truly thrive in the dynamic realm of data science, one must journey beyond the fundamentals and understand advanced techniques. These sophisticated methods allow data scientists to uncover deeper understanding from complex datasets, ultimately enabling them to make more accurate predictions and influence informed decisions. Supervised learning