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