A method for forming an informed machine learning model. The method may include providing one or more inputs to an information handling system, adjusting the one or more inputs with one or more knowledge based features on the information handling system, and selecting one or more features from the one or more inputs by weighting informed features with the information handling system. The method may further include forming a training process from the one or more features selected by utilizing an informed loss function with the information handling system and forming an informed machine learning model that is used by the information handling system.