The thermodynamic properties of the solid compound phases in the Ni-Si system were optimized by means of the nonlinear Bayes algorithm. A consistent set of thermodynamic data consisting of the enthalpies and entropies of formations and the heat capacity functions is derived. The validity of the data is shown by computation of a well investigated chemical reaction.