Explainable artificial intelligence and its practical applications

Abstract

With the continuous development of the times, the artificial intelligence industry is also booming, and its presence in various fields has a huge role in promoting social progress and advancing industrial development. Research on it is also in full swing. People are eager to understand the cause-and-effect relationship between the actions performed or the strategies decided based on the black-box model, so that they can learn or judge from another perspective. Thus the Explainable AI is proposed, it is a new generation of AI that allows humans to understand the cause and give them a decision solution, so that every outcome has its own basis for decision. Although some considerable results have been achieved in the application of explainable AI, it is still at the beginning stage and there are still some challenges to be solved. From the transportation industry, which facilitates people's access to autonomous driving, to the medical industry, which saves people's lives, to the financial industry, which is a huge industry, and even in the education industry, which is accessible to all people, it has a presence. This paper talks about the current situation and problems of explainable AI through its application in various aspects. Explainable AI can serve not only developers but also users by satisfying their interest-related needs. The transparency of explainable AI is important when it is used in socially relevant applications, which is why we have conducted extensive research on explainable AI.

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