Using theoretical simulation techniques such as density functional theory (DFT) and machine learning, we design efficient electrocatalysts for HER/ORR/OER/CO2RR processes; deeply understand the electric double-layer structure, revealing the atomic-level reaction mechanism; and assist in data analysis for Raman spectroscopy.