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Network Appliance NetApp Certified AI Expert Exam Sample Questions (Q46-Q51):
NEW QUESTION # 46
Which of the following applications use AI in the healthcare industry? (Choose two)
- A. Automating financial reporting
- B. Managing hospital supply chains
- C. Predicting patient outcomes
- D. Diagnosing diseases
Answer: C,D
NEW QUESTION # 47
To comply with the security mandate, the architect must design a process to prevent client PII from the portfolio database from ever being included in the context sent to the LLM. Which two actions are required to build a robust and automated solution for this? (Choose 2.)
- A. Move the entire client portfolio database to an encrypted, air-gapped system.
- B. Implement a data preparation step in the RAG pipeline that programmatically masks or excludes any data fields tagged as PII before the context is constructed.
- C. Fine-tune the LLM on a sanitized dataset to teach it to ignore PII.
- D. Rely on a disclaimer in the chatbot UI telling advisors not to enter queries related to specific clients.
- E. Use BlueXP classification to perform an initial scan of the portfolio database to identify and tag all columns containing PII.
Answer: B,E
NEW QUESTION # 48
Which AI technology is used to generate new, never-before-seen content such as images or text?
- A. Reinforcement AI
- B. Supervised AI
- C. Generative AI
- D. Predictive AI
Answer: C
NEW QUESTION # 49
What is the primary reason for implementing a hybrid cloud architecture in this medical imaging scenario?
- A. To leverage the powerful, elastic GPU compute resources available in the public cloud for model training while keeping sensitive source data on-premises to meet security and HIPAA compliance requirements.
- B. To simplify network management by using a single, global virtual network spanning the on- premises and cloud environments.
- C. To reduce the overall cost of storage by keeping all data in the public cloud.
- D. To exclusively use cloud-native AI services, eliminating the need for any on-premises hardware.
Answer: A
NEW QUESTION # 50
An automotive company runs crash simulations on a dedicated High-Performance Computing (HPC) cluster and trains computer vision models on a separate AI cluster. Data scientists are complaining about the long delays required to move terabytes of simulation output data from the HPC storage to the AI cluster's storage before they can begin training.
The current data flow is as follows:
HPC Cluster -> --Manual Copy (NFS)--> -> AI Cluster
An architect has been asked to redesign the infrastructure to eliminate this data movement bottleneck.
Which architectural change would be most effective?
- A. Use NetApp XCP to perform the data copy, as it is faster than a standard NFS copy.
- B. Upgrade the network connection between the two storage systems to 200GbE.
- C. Install faster CPUs in the AI cluster's storage controllers.
- D. Implement a converged data infrastructure where both the HPC and AI clusters access a single, high- performance data lake built on NetApp storage.
Answer: D
NEW QUESTION # 51
......
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