The answer is to use Aspect — a new module in the dalex Python package. — Motivation Let’s start with philosophy. Yes, literally, philosophy. The whole is greater than the sum of the parts. — Aristotle You may now be wondering how this timeless thought relates to explaining machine learning models? We’ll find out soon! In the real world, we come across data with dependencies. It is…

Overview of model exploration using XAI (eXplainable Artificial Intelligence) methods. In this post, we present an example of the use of XAI methods for analyzing and building explanations for a complex model that predicts the risk of hotel booking cancellation. We won’t go into the technical details of the methods…