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I've engineered a machine learning system to classify palm fruits into four stages: Overripe, Ripe, Underripe, and Unripe. Harnessing Yolov8 and Google Colab, the model delivers precise fruit identification. This innovation aims to optimize harvesting, refine supply chains, and reduce agricultural waste.