An e-commerce company wants to add personalized product recommendations to its website based on each customer's browsing and purchase history. The team has limited machine learning expertise and wants a managed AWS service that is purpose-built for generating real-time recommendations without requiring them to build and train a custom model from scratch. Which AWS service best fits this requirement?