The harvest of a pumpkin patch is a complex process influenced by multiple factors. Deep learning, a subset of machine learning, offers innovative tools to optimize this process. By processing data from sensors, deep learning algorithms can predict pumpkin yield and recognize potential problems such as pests lire plus or nutrient deficiencies. This