Furthermore, we will examine real-world applications of decision trees and logistic regression, highlighting their use cases in domains such as healthcare diagnostics, financial risk assessment, and customer churn prediction.By showcasing practical examples, we aim to demonstrate the relevance and impact of these techniques in solving real-world problems.