In the realm of pumpkin cultivation, maximizing yield and quality is paramount. Agriculturalists are increasingly employing algorithmic strategies to achieve optimal pumpkin development. These innovative approaches leverage machine learning to identify variables that influence pumpkin yield. By interpreting historical data and real-time agrological