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NVIDIA NCP-AIO Exam Syllabus Topics:
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Reference: https://www.nvidia.com/en-us/learn/certification/ai-operations-professional/
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NVIDIA AI Operations Sample Questions:
What is the primary purpose of feature stores in AI operations pipelines when managing machine learning workflows across multiple teams and production systems?
- A. Store raw data only
- B. Execute training jobs
- C. Provide consistent feature definitions
- D. Manage model weights
Correct Answer: C 🗳️
Explanation: Only visible for DumpsFree members. You can sign-up / login (it's free).
Your organization is running multiple AI models on a single A100 GPU using MIG in a multi- tenant environment. One of the tenants reports a performance issue, but you notice that other tenants are unaffected.
What feature of MIG ensures that one tenant's workload does not impact others?
- A. Automatic scaling of instances based on workload size.
- B. Hardware-level isolation of memory, cache, and compute resources for each instance.
- C. Shared memory access across all instances.
- D. Dynamic resource allocation based on workload demand.
Correct Answer: B 🗳️
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A Fleet Command system administrator wants to create an organization user that will have the following rights:
For locations - read only
For Applications - read/write/admin
For Deployments - read/write/admin
For Dashboards - read only
What role should the system administrator assign to this user?
- A. Fleet Command Supporter
- B. Fleet Command Admin
- C. Fleet Command Operator
- D. Fleet Command Viewer
Correct Answer: C 🗳️
Explanation: Only visible for DumpsFree members. You can sign-up / login (it's free).
A new researcher needs access to GPU resources but should not have permission to modify cluster settings or manage other users.
What role should you assign them in Run:ai?
- A. Research Manager
- B. Application Administrator
- C. L1 Researcher
- D. Department Administrator
Correct Answer: C 🗳️
Explanation: Only visible for DumpsFree members. You can sign-up / login (it's free).
You are deploying an AI workload on a Kubernetes cluster that requires access to GPUs for training deep learning models. However, the pods are not able to detect the GPUs on the nodes.
What would be the first step to troubleshoot this issue?
- A. Ensure that all pods are using the latest version of TensorFlow or PyTorch.
- B. Increase the number of CPU cores allocated to each pod to ensure better resource utilization.
- C. Verify that the NVIDIA GPU Operator is installed and running on the cluster.
- D. Check if the nodes have sufficient memory allocated for AI workloads.
Correct Answer: C 🗳️
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