Explainable Artificial Intelligence-XAI is a subject that has been frequently debated in recent years and is a subject of contradictions. Before discussing Artificial Intelligence (AI) reliability, if AI is trying to model our thinking and decision making, we should be able to explain how we really make our decisions! Is not it?
There is a machine learning transformation that has been going on sometimes faster and sometimes slower since the 1950s. In the recent past, the most studied and striking area is machine learning, which aims to model the decision system, behavior, and reactions.
The deep learning models designed with hundreds of layered millions of artificial neural networks are not infallible. They can lose their credibility quickly, especially when they are simply misled as in the case of a one-pixel-attack! Then it becomes inevitable to ask the question of how successful or unsuccessful!
Source : Interesting Engineering