DeepCrop: AI-Powered Sugarcane Yield Prediction
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This presentation explores advancements in precision agriculture through machine learning, focusing on yield estimation. It addresses key agricultural challenges, integrates innovative techniques like a CNN-LSTM fusion model, and leverages a synthetic granularity engine implemented in PyTorch. Real-world cases, such as sugarcane prediction, highlight the model's accuracy and advantages over baseline models. The discussion concludes with achieved results, future scale-up possibilities, and the...