The harvest of a pumpkin patch is a complex process influenced by a range of factors. Deep learning, a subset of machine learning, offers innovative tools to optimize this process. By analyzing data from sensors, deep learning algorithms can estimate pumpkin yield and detect potential problems such as pests or nutrient deficiencies. This allows far