This case study explores the effectiveness of telemarketing campaigns conducted by a Portuguese banking institution, focusing on a smaller sample of approximately 4,000 records from the bank-additional.csv dataset. The dataset contains detailed information on client demographics, financial attributes, and campaign performance. The primary objective is to predict whether a client will subscribe to a term deposit (binary response variable: "yes"/"no").