Recommender

A Recommender is a person, system, or algorithm that suggests products, services, or content to users based on their preferences, behavior, or other criteria. Recommenders leverage data analysis and machine learning techniques to personalize suggestions, enhancing user experience and engagement. They are commonly used in various domains such as e-commerce, streaming services, and social media platforms.

Recommender meaning with examples

• The Recommender system used by the streaming service analyzes viewing history and suggests new shows and movies tailored to individual users' tastes, thereby enhancing their entertainment experience and keeping them engaged for longer periods of time.
• In e-commerce, the Recommender feature on shopping websites highlights products that align with a customer's previous purchases and browsing behaviors, increasing the likelihood of additional sales and providing a more personalized shopping experience.
• A book club often relies on a Recommender approach to decide which titles to explore next. Members offer suggestions based on their reading preferences, ensuring a variety of genres are covered to engage all participants and stimulate discussions.
• The mobile application serves as a Recommender for local restaurants and attractions by analyzing user reviews and preferences. It helps users discover hidden gems in their area that they might not have found otherwise, enriching their local experience.