The production of a pumpkin patch is a complex process influenced by various factors. Deep learning, a subset of machine learning, offers powerful tools to optimize this process. By analyzing data from monitoring devices, deep learning algorithms can forecast pumpkin yield and detect potential problems such as pests or nutrient deficiencies. This a