How Explainable AI Techniques Improve Transparency and Accountability?

When a machine learning model makes a life-changing decision like approving a loan or flagging a medical condition, we cannot accept a simple "computer says no" answer. This is where Explainable AI (XAI) steps in, a set of techniques that enable human users to understand and trust the results and outputs of machine learning models. …