XAI by design

Concetti di Explainable Artificial Intelligence (XAI)

Folkert Stijnman

ML Engineer

Scenario: the Smell Nice Shop

graphic depicting shop owner determining amount of required stock based on previous data

Scenario: the Smell Nice Shop

graphic depicting shop owner and AI model determining amount of required stock based on previous data

Scenario: the Smell Nice Shop

graphic depicting an example of what a deep learning explanation would look like

Scenario: the Smell Nice Shop

graphic depicting an example of what a deep learning explanation would look like

Integrating explainability by design

Design of AI system with simple model

graphic depticting decision tree model and its explanation

Design of AI system with complex model

graphic depticting deep learning model and its explanation

Documentation during development

graphic depicting the documentation required during development

Continuous monitoring and improvement

graphic depicting the shop owner giving feedback to the AI decision making

Determine risks before deployment

Actively identify and mitigate bias
What if the system predicts a completely wrong number?
Review AI system for ethical considerations

2D illustration that visually represents the concept of ethical AI. The image features a balanced scale, with one side holding a digital brain, and the other holding a heart

Let's practice!

Concetti di Explainable Artificial Intelligence (XAI)