Before revision:  First, it contributes to the recent use of machine learning in finance, and an accurate deep learning implied volatility surface prediction model is obtained. Second, it provides the methodological guidance on how to seamlessly combine data-driven models with domain knowledge in the development of machine learning applications .
After revision:  First, it contributes to the recent use of machine learning in finance, and an accurate deep learning implied volatility surface .