Which trees near me are turning this weekend? Forecasting fall color from 6,650 iNaturalist observations with TabPFN

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This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass Built with PriorLabs-TabPFN. Fall color doesn't show up on a fixed date. It comes when the nights turn cold, and every fall turns cold on its own schedule. Foliage maps can tell you that a region is "near peak". They can't tell you whether the red maples on your usual walk will be red on Saturday, or whether you should wait another week.

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