Communicating about XAI

Explainable Artificial Intelligence (XAI) Concepts

Folkert Stijnman

ML Engineer

Audience segmentation

  • Tailor language
  • Technical and non-technical groups

a graphic depicting different people

Explainable Artificial Intelligence (XAI) Concepts

Audience segmentation: recommender system

Technical

  • Techniques: collaborative filtering, matrix factorization
  • Analysis user behavior data, interaction patterns
  • Scalability performance metrics, sparse data

Non-technical

  • Concept and impact
  • Like a friend who recommends movies based on viewing history
  • Knows a lot of movies and what other peoples watch
Explainable Artificial Intelligence (XAI) Concepts

Simplifying complex AI concepts

graphic showing brain

  • Analogies
Explainable Artificial Intelligence (XAI) Concepts

Simplifying complex AI concepts

graphic showing brain

  • Analogies
  • Visual aids
Explainable Artificial Intelligence (XAI) Concepts

Simplifying complex AI concepts

a graphic depicting a brain, graph, and a publicly speaking woman

  • Analogies
  • Visual aids
  • Storytelling
Explainable Artificial Intelligence (XAI) Concepts

Balance simplicity and accuracy

  • Oversimplification can lead to misunderstandings
  • Be aware of misinterpretations
  • Explain limitations and uncertainties

 

Transparency builds trust and fosters a deeper understanding

Explainable Artificial Intelligence (XAI) Concepts

Accurate and balanced explanation

Balanced

  • Software application
  • Predicting outcome without explicitly programmed
  • Analyze data and learn patterns

Simplistic

  • Guessing game
  • Past choices
  • Learns by guessing what you like and don't like
Explainable Artificial Intelligence (XAI) Concepts

Let's practice!

Explainable Artificial Intelligence (XAI) Concepts

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