Artificial intelligence is reshaping how we forecast extreme weather events. A Convolutional Neural Network (CNN) trained on historical and simulated climate data now demonstrates the ability to predict seasonal extreme rainfall frequency. This approach holds the promise of saving lives and reducing the economic toll of climate change by improving preparedness.