International Journal of Scientific Research and Engineering Development

The Smart Restaurant Finder is an intelligent web-based application developed for Bengaluru that helps users discover suitable restaurants based on budget, cuisine, diet preference, urgency, and live GPS location. The system uses Machine Learning techniques such as TF-IDF vectorization and K-Nearest Neighbors (KNN) to provide personalized restaurant recommendations. It features mobile-friendly restaurant cards, clickable booking and map links, and customer review storage using CSV files. The application also integrates GPS-based location tracking for nearby restaurant suggestions. Built using Python and Gradio, the project offers an efficient, user-friendly, and interactive dining recommendation experience.

Dr.Vidyagouri Kulkarni, H Mansi, Harshita Mantageri, Kartik Prabhu,"GNN-Based Context Aware Restaurant Recommender" International Journal of Scientific Research and Engineering Development, V9(3): Page(1725-1730) May-June 2026. ISSN: 2581-7175. www.ijsred.com. Published by Scientific and Academic Research Publishing.