Data-driven discovery of multiscale chemical reactions governed by the law of mass action

•We propose a data-driven method to discover multiscale chemical reactions governed by the law of mass action.•We propose a partial-parameters-freezing (PPF) technique to learn the multiscale reactions.•We use a single matrix to represent the stoichiometric coefficients for a system without catalysis reactions.