Hydraulic fracturing is a critical and complex process in the oil and gas industry. The intricate relationship between fracturing treatments and resulting fracture shapes is pivotal for optimizing well performance. Advances in machine learning, particularly Deep Neural Networks (DNN), have opened new avenues for modeling…