The production 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 processing data from weather stations, deep learning algorithms can forecast pumpkin yield and identify potential problems such as pests or nutrient deficiencies