The production of a pumpkin patch is a complex process influenced by a range of factors. Deep learning, a subset of machine ici learning, offers cutting-edge tools to optimize this process. By interpreting data from sensors, deep learning algorithms can predict pumpkin yield and identify potential problems such as pests or nutrient deficiencies. Th