What is XAI

The goal of XAI is to provide human users with transparency and visibility into all aspects of AI models so that users can understand and trust interactions with AI models, including model outputs.

Explainable AI's Core DNA

Transparency

Do stakeholders understand the model’s decisions in terms of formats and language?

Fairness

Can it be verified that model decisions are fair over protected groups?

Causality

Do the predicted changes in the output due to input perturbations also occur in the actual system?

Usability

How capable is the system to provide a safe and effective environment for users to perform their tasks?

Privacy

How capable is the system to provide a safe and effective environment for users to perform their tasks?

Reliability

How robust is the system performance against changes in parameters and inputs?

Trust

How confident are the human users in working with the system?