AWS AIF-C01

Responsible AI

12 of 60 questions in the app

Features of responsible AI

  1. What does fairness mean for an AI system? Easy
  2. What does robustness mean for an AI model? Easy
  3. What is meant by veracity in generative AI? Easy
  4. What belongs to an inclusive AI system? Easy

Tools

  1. Which AWS tool filters harmful content in the inputs and outputs of generative AI? Easy
  2. Which AWS service helps to detect bias in data and models and to explain predictions? Easy

Datasets

  1. Why should training data be balanced? Easy
  2. What speaks for curated data sources in training? Easy

Tools

  1. What can Amazon SageMaker Clarify check before a model is trained? Medium
  2. How does SageMaker Clarify explain individual predictions of a model? Medium

Bias and variance

  1. A recruitment model suggests women less often for technical positions. The training data consists of hiring decisions from the last ten years. Which causes are likely? Hard
  2. A team has found bias against one group. Which measures are suitable? Hard

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