<ul data-eligibleForWebStory="false">The Sentinelle project is developing AI to predict avalanche risk in mountain areas for ski resorts and patrollers.Machine Learning, specifically Random Forest, was chosen over Deep Learning due to its suitability for structured data with few features.Random Forest was selected for its lightweight architecture, fast computation, and clarity in decision-making for field users.The Machine Learning approach in this project is seen as a practical compromise between performance and usability.