Determine the Requirements Needed for Model Generation CERTIFIED-AI-EXPERT Practice Questions (Page 1)

Questions 1–5

1. 1foundation · easy

   When planning infrastructure for a model generation project that uses a distributed training approach, which networking feature is essential to ensure efficient communication between compute nodes?

   • AHigh-bandwidth, low-latency interconnect
   • BLoad-balanced public IP addresses
   • CNetwork address translation (NAT)
   • DVirtual LAN (VLAN) segmentation
   Reveal Solution Discussion Select an answer first
2. 2expert · hard

   A manufacturing company wants to build a predictive-maintenance model. The operations team wants the model to predict failures 72 hours in advance, but the data science team says that with the current sensor data, the best achievable lead time is 24 hours. The finance team has approved a budget for new sensors, but installing them will delay the project by three months. The CEO wants a decision this week. What should the team do?

   • ATell the CEO that the 72-hour requirement is impossible and cancel the project.
   • BInstall the new sensors immediately and wait three months to build the model with better data.
   • CProceed with the 24-hour model now and plan a second phase with new sensors to reach the 72-hour goal.
   • DBuild the 24-hour model but present it as meeting the 72-hour requirement to satisfy the CEO.
   Reveal Solution Discussion Select an answer first
4. 3foundation · easy

   A project team is defining the requirements for a new image recognition model. Which of the following is a functional requirement?

   • AThe model must be trained using only approved data sources.
   • BThe model must identify objects in an image and return their bounding boxes.
   • CThe model must run on GPUs with at least 16 GB of memory.
   • DThe model must respond to a single image in under 200 milliseconds.
   Reveal Solution Discussion Select an answer first
5. 4expert · hard

   A European bank is building a credit-scoring model using customer transaction data. The data includes sensitive financial information. The bank must comply with GDPR, which includes the right to explanation for automated decisions. The model will be used to approve or deny credit applications. What is the most critical compliance requirement?

   • AObtain consent from every customer before using their transaction data for model training.
   • BEnsure the model's decisions can be explained to customers in a meaningful way.
   • CStore all training data in a data center within the EU to comply with data residency.
   • DUse a third-party auditor to review the model's performance annually.
   Reveal Solution Discussion Select an answer first
6. 5foundation · easy

   Which data characteristic is most directly concerned with the number of different sources and formats of data needed for model training?

   • AQuality
   • BVelocity
   • CVariety
   • DVolume
   Reveal Solution Discussion Select an answer first