My previous project based on restaurant recommendation system . this project is product based. this project for predict the best restaurant around the nearest location based on customer review and feedback. I have complete my project with 4 team member including me. In this project , i have work on database and API integrate. i have used the Zomato Bangalore dataset because it contains detailed information about restaurants including names, locations, cuisine types, ratings, and user reviews, making it suitable for training a personalized recommendation model. also I have used RESTful APIs. PostgreSQL was used for the database, and machine learning models were integrated using Python. IN future improvement can include integrating sentimental analysis from reviews, using deep learning models for better personalization.