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