NVIDIA· Professional

NVIDIA-Certified Professional: AI Operations

NCP-AIO

Pass your certification on the first attempt with exam-realistic practice tests and detailed explanations

420+

Questions

7

Practice Tests

19

Hands-on labs

Lifetime

Updates

What's included

Practice

7 Exam-realistic practice tests

420+ questions

Practice exam · NCP-AIOQ 1 / 65

Correct · explanation

Hands-on

Labs· 19

Browse all labs

# nca-aiio-resource-requests-limits · step 1

Step 1 Complete

grade ........... pass

intermediate40m

Kubernetes Resource Requests & Limits — Who Gets What, and Who Survives

# nca-aiio-gpu-operator-chain · step 1

Step 1 Complete

grade ........... pass

intermediate35m

Inside the NVIDIA GPU Operator — From Helm to Workload-Ready

intermediate40m

GPU Container Lifecycle: Build, Test, Ship, Rollback

intermediate35m

GPU Cost & Efficiency Audit

# NVML · health probe

$ pynvml.nvmlDeviceGetPids

rogue_pid ....... 2341

VRAM leak: 14.7 GB

remediation: SIGKILL → clean

GPU Health Checks + Auto-Remediation

intermediate40m

GPU Observability: From nvidia-smi to a Production Monitoring Stack

GPU Sharing: Streams, MPS, MIG, and the Real Cost of Contention

intermediate40m

Inference Serving Patterns: Dynamic Batching, Throughput, and the Triton Mental Model

intermediate35m

MLflow Experiment Tracking: From Single Run to Team Workflow

intermediate35m

Nsight Systems Profiling: Finding the Bottleneck That Costs You 40% of Your GPU

# determinism flags

$ torch.use_deterministic_…

seed ............ 42

cudnn.benchmark . False

reproducible .... TRUE

intermediate40m

Reproducible Training: The Flags, The Cost, The Artifacts

vLLM Production Serving: PagedAttention, Continuous Batching, Prefix Caching

intermediate40m

NVIDIA GPU Operator on k3s: Single-Node Kubernetes for GPU Workloads

# nca-aiio-priority-preemption · step 1

Step 1 Complete

grade ........... pass

intermediate35m

PriorityClass & Preemption — Who Survives the GPU Squeeze

intermediate35m

Persistent Storage for AI Workloads — PVCs, StorageClass & the Checkpoint Pattern

# nca-aiio-workload-controllers · step 1

Step 1 Complete

grade ........... pass

intermediate35m

Workload Controllers — Deployment, StatefulSet, DaemonSet for AI

intermediate35m

Rolling Updates, Rollback & Blue-Green for AI Inference

intermediate40m

Stuck-Pending Triage Day — Diagnose Any GPU Pod That Won't Run

intermediate35m

Multi-GPU-Type Targeting — nodeSelector, nodeAffinity & Tolerations

Ready to start preparing?

Unlock every resource above with one purchase. Lifetime access, 30-day refund.

Ready to Pass Your Certification?

Get the practice tests on their own, or go Pro to add 19 hands-on labs for this cert plus every other track on Preporato.

Just Practice Tests

$19.99One-time payment

Lifetime access — pay once, study forever

7 full-length practice tests
420+ exam-style questions
Detailed explanations for every answer
Exam mode & learning mode
×No hands-on labs

Best value

Preporato Pro

$24.17/month

Billed yearly — $290/year. Cancel anytime.

19 hands-on labs for NCP-AIO + 56 more AI/ML labs
All practice tests — 31 certifications
GPU sandboxes + hosted environments
Flashcards + study guides + articles
Cancel anytime, no contract

Secure checkout via Stripe

30-Day Money-Back Guarantee

Instant Access

Lifetime Updates