My Dataset Struggle and How I Fixed It

Automated excerpt

Download images → train model → Intelligent model. My dataset folders looked like a thrift store after a storm: thousands of leaf photos dumped into one giant directory, some named img_001. jpg, others DSC_4567 (1). JPG, duplicates everywhere, and zero organization by disease type or plant species. Structure early — Flat folders work for 100 images.

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