explainable-ai

Vocabulary Word

Definition

'Explainable AI', or XAI, refers to machine learning models that are designed to explain their reasoning or decision-making process. Imagine a car's computer explaining to you why it chose to take a specific route.

Examples in Different Contexts

For regulatory compliance, 'explainable AI' ensures that AI systems can justify their decisions to satisfy legal requirements. A compliance officer might state, 'Explainable AI is key to navigating the increasingly complex regulatory landscape surrounding artificial intelligence.'

Practice Scenarios

Academics

Scenario:

The upcoming research conference is a great opportunity to show off our innovative model. The audience might be interested in understanding its operations.

Response:

Our current use of Explainable AI in the model will surely help the audience understand how it reaches conclusions without any black-box mechanism.

Business

Scenario:

Our meeting with the clients is lined up for next Monday. They are quite interested in understanding how our AI operates.

Response:

We should demonstrate the Explainable AI feature of our product which will provide clients a clear insight into its functioning.