Finding the Best Restaurants in Colorado Springs with LLMs and the Google Places API

This post details a data science project using LLMs and the Google Places API to identify the best restaurants in Colorado Springs. The author navigated the complexities of Google API registration, data cleaning (including removing irrelevant entries like synagogues and shops), and experimented with ranking algorithms like Bayesian Average and Wilson Score Interval before settling on the latter. The final output includes a ranked list of restaurants and heatmaps visualizing their locations, revealing interesting geographical patterns in the city's culinary scene.