A marketer wants to build a model that will determine whether a customer will purchase an extended warranty on an electronic product if offered a $5\%$ discount. They run a test on $500$ customers and collect the customer's response to the offer $($buy or not buy$)$ along with a detailed customer profile. The marketer wants to develop a model to predict if a new customer will accept the offer based on their profile. What is the best type of model to use for this project?

Classification

Multiple Linear Regression

Clustering

Time Series Forecasting