Before revision:  Numerical solutions to differential equations are at the core of computational fluid dynamics calculations.
After revision: In this study, a fast and stable machine-learned hybrid algorithm implemented in TensorFlow for the integration of stiff chemical kinetics is introduced. Numerical solutions to differential equations are at the core of computational fluid dynamics calculations.