Determine the Requirements Needed for Inferencing CERTIFIED-AI-EXPERT Practice Questions (Page 6)

Questions 26–29

1. 26foundation · easy

   A model has 1 billion parameters, each stored as a 32-bit floating-point number. What is the approximate minimum memory required just to store the model weights?

   • A4 GB
   • B16 GB
   • C1 GB
   • D8 GB
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2. 27foundation · easy

   An application requires responses within 50 milliseconds to maintain a smooth user experience. Which metric is the team primarily defining?

   • AStorage capacity
   • BModel accuracy
   • CThroughput target
   • DLatency target
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4. 28foundation · easy

   Which of the following is the most direct consequence of a model's size on inference deployment?

   • AIt determines the network protocol used for inference requests
   • BIt dictates the minimum memory and storage required to load and run the model
   • CIt determines the number of training epochs required
   • DIt affects the color depth of the output images
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5. 29application · medium

   An e-commerce company has deployed a recommendation model that serves personalized product suggestions. The model's accuracy degrades over time as user behavior changes. The team needs to detect this degradation and retrain the model before user engagement drops. Which monitoring approach should they implement?

   • ALog predictions and compare them to actual user clicks to compute a drift metric.
   • BTrack inference latency and set an alert if p95 latency exceeds 200 ms.
   • CSchedule a weekly retraining job regardless of model performance.
   • DMonitor GPU utilization and memory usage on the inference servers.
   Reveal Solution Discussion Select an answer first