In the context of catalysis, hyperparameter tuning refers to the process of optimizing the parameters that govern the behavior of catalytic systems. These parameters can include temperature, pressure, concentration of reactants, and the characteristics of the catalyst itself, such as its surface area and active sites. The goal is to identify the optimal set of conditions that maximize the efficiency, selectivity, and stability of the catalytic reaction.
