Chapter 10: XAI Industry Best Practices
In the first section of this book, we discussed various concepts related to Explainable AI (XAI). These concepts were established through years of research, considering various application domains of artificial intelligence (AI). However, the need for XAI for industrial applications has been felt very recently as AI adoption in industrial use cases is increasing. Unfortunately, the general awareness of XAI for industrial use cases is still lacking due to certain challenges and gaps in how to implement human-friendly explainability methods.
In Section 2, Practical Problem Solving, we covered many XAI Python frameworks that are popularly used for interpreting the working of machine learning (ML) models. However, only understanding how to apply the XAI Python frameworks in practice is not sufficient for industrial problems. Industrial problems require solutions that are scalable and sustainable. So, it is very important for us to discuss the...