The harvest of a pumpkin patch is a complex process influenced by a range of factors. Deep learning, a subset of machine learning, offers cutting-edge tools to optimize this process. By analyzing data from monitoring devices, deep learning algorithms can estimate pumpkin yield and detect potential problems such as lire plus pests or nutrient defici