Regularization, Overfitting, Dropout Regularization, Early Stopping, Elastic Net.
are three better ways.towardsdatascience.com Model-Agnostic Methods for Interpreting any Machine Learning Model An overview of interpretation methods: permutation feature importance, partial dependence plots, LIME, SHAP and more.towardsdatascience.com