Deep learning is a powerful non-linear mapping tool which can express very complex non-linear relationships. We are exploring deep-learning-driven methods for solving the governing equations in plasma modeling by constructing deep neural networks to surrogate the solution of plasma models. This could bring us new and prospective numerical tools for plasma modeling.