In previous studies, researchers have attempted to predict oxide acidity, as measured on the Smith scale, using a linear fit based on the electronegativity of the metal elements. While this approach shows a clear trend, it lacks precision due to its simplicity and the complexity introduced by metals forming multi-valent oxides. Consequently, relying on a single parameter is insufficient for accurate predictions. The results by using the single parameter prediction can be found in Figure . Figure shows the predicted versus real oxide acidity values, with the differences highlighted. The data points for the predicted and real values are scattered, indicating a lack of precision in the predictions. The line representing the differences between predicted and actual values exhibits considerable fluctuations, further underscoring the model's inadequacy. To improve the precision of predicting oxide acidity on the Smith scale, we propose incorporating multiple parameters. We have selected four relevant features as inputs for our model: Electronegativity of the metal elements : This parameter reflects the tendency of an atom to attract electrons and is critical in determining the chemical behavior of oxides.