Introduction to Explainable AI(XAI) using LIME - GeeksforGeeks

The vast field of Artificial Intelligence(AI) has experienced enormous growth in recent years. With newer and more complex models coming each year, AI models have started to surpass human intellect at a pace that no one could have predicted. But as we get more accurate and precise results, it's becoming harder to explain the reasoning behind the complex mathematical decisions these models take. This mathematical abstraction also doesn't help the users maintain their trust in a particular model's decisions. Though the model might have given the correct diagnosis, a doctor can't really advise a patient confidently as he/she doesn't know the reasoning behind the said model's diagnosis.