Orion Lab has developed deep learning methods for daily wildfire danger forecasting. We approach daily fire danger prediction as a machine learning task, using historical Earth observation data from the last decade to predict next-day’s fire danger. Our work aims at producing fire hazard forecasts at large scales and with better spatial resolution compared to other existing methods and operational tools.