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The "Potato Disease Classification" project uses machine learning, specifically CNNs, to identify and classify potato plant diseases from leaf images. It enables timely detection of issues like early or late blight, helping farmers take prompt action to reduce losses and improve yield, showcasing AI's role in sustainable agriculture.