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Why we chose Machine Learning (Random Forest) over Deep Learning to predict avalanches

  • 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.

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