Identify Features of Generative AI Solutions AI-900 Practice Questions (Page 1)

Questions 1–5

1. 1application · medium

   An insurance company wants to model the financial impact of extreme weather events on their portfolio. They have limited historical data for rare events. They plan to use generative AI to create synthetic weather scenarios. What is the main advantage of this approach?

   • AIt guarantees the accuracy of the financial impact predictions.
   • BIt eliminates the need for actuarial review.
   • CIt ensures that the synthetic scenarios are unbiased.
   • DIt allows the company to explore a wider range of possible scenarios than historical data alone.
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2. 2foundation · easy

   What is a common method used by generative AI to create new images?

   • AApplying filters to existing photographs
   • BUsing a neural network to generate pixels from random noise
   • CSelecting the best image from a large database
   • DCombining multiple images into a collage
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4. 3expert · hard

   A medical imaging team wants to use generative AI to augment a dataset of rare disease images. They have a small, highly curated dataset. They are concerned that synthetic images might introduce artifacts that mislead the diagnostic model. What is the best approach?

   • AUse only synthetic images and discard the real data to avoid privacy issues.
   • BGenerate synthetic images and have expert radiologists validate a sample before adding them to the training set.
   • CUse a VAE instead of a GAN to guarantee artifact-free images.
   • DGenerate as many synthetic images as possible to maximize the dataset size.
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5. 4application · medium

   A financial institution deploys a generative AI system that drafts customer response emails. Regulators require the institution to explain how the AI makes decisions. What should the institution implement to meet this requirement?

   • AMaintain detailed documentation of the model's design, training data, and decision-making processes.
   • BUse a more complex model to improve accuracy.
   • CLimit the AI to only respond to simple queries.
   • DEnsure the AI system is fast enough to generate responses in under one second.
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6. 5application · medium

   A company uses a generative AI model to create marketing images. They notice that the model rarely generates images of people from certain ethnic backgrounds. What is the most likely cause of this bias?

   • AThe marketing team is using prompts that are too vague.
   • BThe model's architecture is inherently biased against certain ethnicities.
   • CThe model was trained on a small dataset, which always causes bias.
   • DThe training data used to build the model did not adequately represent those ethnic backgrounds.
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