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NVIDIA NCP-AII Exam Overview:
| Certification Vendor: | NVIDIA |
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| Exam Name: | NVIDIA-Certified Professional AI Infrastructure Exam |
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| Exam Number: | NCP-AII |
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| Exam Price: | $400 USD |
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| Exam Format: | Multiple-choice questions, Scenario-based items |
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| Real Exam Qty: | 60-70 |
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| Related Certifications: | NVIDIA-Certified Professional AI Networking (NCP-AIN) NVIDIA-Certified Professional AI Operations (NCP-AIO) NVIDIA-Certified Associate AI Infrastructure and Operations (NCA-AIIO) |
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| Available Languages: | English |
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| Exam Duration: | 120 minutes |
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| Certificate Validity Period: | 2 years |
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| Passing Score: | Pass/Fail only, no numerical score |
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| Recommended Training: | NVIDIA AI Infrastructure Training |
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| Exam Registration: | NVIDIA Certification Portal |
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| Sample Questions: | NVIDIA NCP-AII Sample Questions |
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| Exam Way: | Online remote proctored or onsite at authorized test centers |
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| Pre Condition: | No mandatory prerequisites; recommended 2–3 years of experience in data center infrastructure, Linux administration, and NVIDIA hardware/software environments |
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| Official Syllabus URL: | https://www.nvidia.com/en-us/learn/certification/ai-infrastructure-professional/ |
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| Topic | Details |
|---|
| Topic 1 | - Control Plane Installation and Configuration: Covers deploying the software stack including Base Command Manager, OS, Slurm
- Enroot
- Pyxis, NVIDIA GPU and DOCA drivers, container toolkit, and NGC CLI.
|
| Topic 2 | - Physical Layer Management: Covers configuring BlueField network platform devices and setting up Multi-Instance GPU (MIG) partitioning for AI and HPC workloads.
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| Topic 3 | - Cluster Test and Verification: Covers full cluster validation through HPL and NCCL benchmarks, NVLink and fabric bandwidth tests, cable and firmware checks, and burn-in testing using HPL, NCCL, and NeMo.
|
| Topic 4 | - Troubleshoot and Optimize: Covers identifying and replacing faulty hardware components such as GPUs, network cards, and power supplies, along with performance optimization for AMD
- Intel servers and storage.
|
| Topic 5 | - System and Server Bring-up: Covers end-to-end physical setup of GPU-based AI infrastructure, including BMC
- OOB
- TPM configuration, firmware upgrades, hardware installation, and power and cooling validation to ensure servers are workload-ready.
|
NVIDIA AI Infrastructure Sample Questions (Q187-Q192):
NEW QUESTION # 187
During multi-node HPL burn-in, GPUs show uneven utilization. Which configuration ensures balanced workload distribution?
- A. HPL_RUN_GEMM_TESTS to skip validation
- B. Set --gpu-affinity and --cpu-affinity to align GPU and NUMA nodes
- C. HPL_OOC_TILE_M to 8192 for larger blocks
- D. Enable HPL_USE_NVSHMEM=1 for shared memory acceleration
Answer: B
Explanation:
Uneven GPU utilization in a multi-node cluster is a classic symptom ofPCIe/NUMA imbalance. In a DGX H100, each set of GPUs is physically closer to a specific CPU socket and a specific set of high-speed NICs. If the workload (HPL) is launched without strict affinity, an MPI rank running on a CPU core attached to Socket
0 might attempt to control a GPU attached to Socket 1. This forces data to cross the inter-processor links (UPI
/QPI), which have significantly higher latency and lower bandwidth than a direct PCIe path. This
"bottlenecking" causes some GPUs to wait for data longer than others, leading to the uneven utilization observed. The verified solution is to use an orchestration script or flags that enforceAffinity. By setting --gpu- affinity and --cpu-affinity, the administrator ensures that each GPU is managed by a CPU core on its local NUMA node. This alignment minimizes latency and ensures that every GPU in the cluster receives data at the same rate, resulting in the flat, high-utilization profile required for a successful HPL burn-in record.
NEW QUESTION # 188
An administrator is configuring node categories in BCM for a DGX BasePOD cluster. They need to group all NVIDIA DGX H200 nodes under a dedicated category for GPU-accelerated workloads. Which approach aligns with NVIDIA ' s recommended BCM practices?
- A. Use the existing " dgxnodes " category without modification, as it is preconfigured for all DGX systems.
- B. Avoid categories and configure each DGX node individually via CLI.
- C. Assign nodes to the 'login " category to simplify Slurm integration.
- D. Create a new " dgx-h200 " category, assign all DGX H200 nodes to it.
Answer: D
NEW QUESTION # 189
A GPU in your AI server consistently overheats during inference workloads. You've ruled out inadequate cooling and software bugs.
Running 'nvidia-smi' shows high power draw even when idle. Which of the following hardware issues are the most likely causes?
- A. Degraded thermal paste between the GPU die and the heatsink.
- B. A failing voltage regulator module (VRM) on the GPU board, causing excessive power leakage.
- C. Incorrectly seated GPU in the PCle slot, leading to poor power delivery.
- D. A BIOS setting that is overvolting the GPU.
- E. Insufficient system RAM.
Answer: A,B,C
Explanation:
Degraded thermal paste loses its ability to conduct heat effectively. A failing VRM can cause excessive power draw and heat generation. An incorrectly seated GPU can cause instability and poor power delivery, leading to overheating. Overvolting in BIOS will definitely cause overheating. While insufficient RAM can cause performance issues, it is less likely to lead to overheating.
NEW QUESTION # 190
If two ports must be connected, but one is SFP and one is QSFP, for example, to connect a 25 GbE HOST CHANNEL ADAPTER to a QSFP port capable of both 100 GbE and 25 GbE, which of the following solutions would best meet this requirement?
- A. SFP to 1G BASE-T (RJ45) adapter
- B. QSA Adapter
- C. SFP Connectors
Answer: B
Explanation:
A QSA adapter is used to connect an SFP/SFP28 transceiver or cable to a QSFP/QSFP28 port when the QSFP port supports the lower-speed mode. This fits the requirement of connecting a 25 GbE SFP-based host adapter to a QSFP port capable of operating at 25 GbE.
NEW QUESTION # 191
A customer has just completed the first boot of their DGX system and is prompted to create an administrative user. What is the correct approach for setting up this user to ensure secure BMC and GRUB access?
- A. Skip the creation of a new user and retain the default admin account for BMC and GRUB access.
- B. Create a unique, strong, lower-case username and password that will be used for both BMC and GRUB access, avoiding default or weak credentials.
- C. Create separate usernames for BMC and GRUB to maximize flexibility.
- D. Use "sysadmin" as the username and a simple password for ease of management.
Answer: B
Explanation:
During the initial "first boot" setup of an NVIDIA DGX system (such as the DGX H100 or A100), the installation wizard requires the creation of a primary administrative user. This account is pivotal because it is used not only for local OS login but is also synchronized to provide access to the Baseboard Management Controller (BMC) and the GRUB bootloader. NVIDIA best practices emphasize security by mandating the use of a unique, strong password. Using a lower-case username is a standard Linux convention that ensures compatibility across various authentication services. By setting this up correctly during the first boot, the system ensures that "out-of-band" management (via BMC) and "pre-boot" configuration (via GRUB) are protected from unauthorized access. Relying on default credentials (Option B) or weak passwords (Option D) is a significant security risk in AI infrastructure, as the BMC often has high-level control over power, firmware, and remote console access.
NEW QUESTION # 192
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