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