Human-Learn: Rule-Based Learning as an Alternative to Machine Learning | by Khuyen Tran | Jan, 2023
Incorporate Domain Knowledge into Your Model with Rule-Based LearningYou are given a labeled dataset and assigned to predict a new one. What would you do?The first approach that you probably try is to train a machine learning model to find rules for labeling new data.Image by AuthorThis is convenient, but it is challenging to know why the machine learning model comes up with a particular prediction. You also can’t incorporate your domain knowledge into the model.Instead of depending on a machine learning model to make…