Beginner’s Guide To Explainable AI: Hands-On Introduction To What-If Tool

Explainable AI or shortly XAI is a domain that deals with maintaining transparency to the decision making capability of complex machine learning models and algorithms. In this article, we will take a look at such a tool that is built for the purpose of making AI explainable.  A simple way to understand this concept is to compare the decision-making process of humans with that of the machines. How do we humans come to a decision? We often make decisions whether they are small insignificant decisions like what outfit to wear for an event, to highly complex decisions that involve risks such as investments or loan approvals.  However, at the end of the day, we can reason with ourselves and others for the choice of decision we made by explaining how we came to that decision. However, it is not that simple in the case of AI. When we consider machine learning, the explaining part is totally nonexistent or was at least till the concept of Explainable AI popped up. The exp