The problem is that most machine learning model choices are humanly indecipherable. You can understand how the model works and the math behind it but you will

The problem is that most machine learning model choices are humanly indecipherable. You can understand how the model works and the math behind it but you will be hard pressed to understand the exact path behind a particular choice. Decision trees are one exception to this. Most humans can understand those.