A solid grasp in data structures and algorithms is critical for aspiring data scientists. These concepts empower you to efficiently solve complex problems inherent to data science. From implementing efficient sorting methods, you can organize datasets for effective processing. Understanding data structures like trees and graphs allows you to repres