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Using Transformers to Forecast Incredibly Rare Solar Flares

Towards Data Science Marco Hening Tallarico May 11, 2026
Using Transformers to Forecast Incredibly Rare Solar Flares
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# Using AI to Predict Rare Solar Flares Before They Happen Researchers are using a type of artificial intelligence called transformers to predict solar flares—rare, explosive events on the sun that can knock out power grids and damage satellites. The breakthrough matters because these flares happen so infrequently that traditional forecasting methods struggle to spot the warning signs, but AI trained on years of data can catch subtle patterns humans would miss. This same approach could eventually help predict other rare but dangerous events, from equipment failures to financial crashes.

How ML can change for rare events The post Using Transformers to Forecast Incredibly Rare Solar Flares appeared first on Towards Data Science.

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