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You are an ML engineer at a global shoe store. You manage the ML models for the company's e-commerce website. The goal is to enhance the customer experience by providing personalized product recommendations. You are asked to build a model that will recommend new products to the user based on their purchase behavior and similarity with other users. What should you do?
A
Build a classification model
B
Build a knowledge-based filtering model
C
Build a collaborative-based filtering model
D
Build a regression model using the features as predictors