NVIDIA· Associate
NVIDIA-Certified Associate: AI Infrastructure and Operations
NCA-AIIO
Pass your certification on the first attempt with exam-realistic practice tests and detailed explanations
420+
Questions
7
Testes Práticos
18
Hands-on labs
Lifetime
Updates
What's included
Practice
7 Exam-realistic practice tests
420+ questions
Practice exam · NCA-AIIOQ 1 / 65
Correct · explanation
Hands-on
Labs· 18
# nca-aiio-welcome · step 1
$ lab.check(1)
Step 1 Complete
grade ........... pass
beginner5m
Welcome to NCA-AIIO Labs — Schedule Your First GPU Pod
Unlock# nca-aiio-resource-requests-limits · step 1
$ lab.check(1)
Step 1 Complete
grade ........... pass
intermediate40m
Kubernetes Resource Requests & Limits — Who Gets What, and Who Survives
Unlock# nca-aiio-gpu-operator-chain · step 1
$ lab.check(1)
Step 1 Complete
grade ........... pass
intermediate35m
Inside the NVIDIA GPU Operator — From Helm to Workload-Ready
Unlockadvanced45m
CUDA Programming Fundamentals
Unlock# torch.profiler · top ops
$ table(sort=cuda_time)
gemm ........ 41%
memcpy ...... 22%
softmax ..... 9%
intermediate35m
Profile PyTorch Training with the Built-in Profiler
Unlockintermediate40m
GPU Container Lifecycle: Build, Test, Ship, Rollback
Unlockintermediate35m
GPU Cost & Efficiency Audit
Unlock# NVML · health probe
$ pynvml.nvmlDeviceGetPids
rogue_pid ....... 2341
VRAM leak: 14.7 GB
remediation: SIGKILL → clean
advanced50m
GPU Health Checks + Auto-Remediation
Unlockutil
86%
mem
15GB
temp
74°C
power
310W
intermediate40m
GPU Observability: From nvidia-smi to a Production Monitoring Stack
Unlockadvanced45m
GPU Sharing: Streams, MPS, MIG, and the Real Cost of Contention
Unlockintermediate35m
Nsight Systems Profiling: Finding the Bottleneck That Costs You 40% of Your GPU
Unlockintermediate40m
Batch Size & Precision Sweep: Finding Your Sweet Spot
Unlock# nca-aiio-priority-preemption · step 1
$ lab.check(1)
Step 1 Complete
grade ........... pass
intermediate35m
PriorityClass & Preemption — Who Survives the GPU Squeeze
Unlockintermediate35m
Persistent Storage for AI Workloads — PVCs, StorageClass & the Checkpoint Pattern
Unlock# nca-aiio-workload-controllers · step 1
$ lab.check(1)
Step 1 Complete
grade ........... pass
intermediate35m
Workload Controllers — Deployment, StatefulSet, DaemonSet for AI
Unlock# nca-aiio-rolling-canary-bluegreen · step 1
$ lab.check(1)
Step 1 Complete
grade ........... pass
intermediate35m
Rolling Updates, Rollback & Blue-Green for AI Inference
Unlock
Hosted Prointermediate40m
Stuck-Pending Triage Day — Diagnose Any GPU Pod That Won't Run
Unlock
Hosted Prointermediate35m
Multi-GPU-Type Targeting — nodeSelector, nodeAffinity & Tolerations
UnlockReady to start preparing?
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