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.