
Deploy and manage NVIDIA GPU software on Kubernetes with the GPU operator and run.ai, configuring device plugin, dcgm exporter, container toolkit, quotas, fractional GPUs, and MIG.
Learn multi-tenant GPU allocation with guaranteed quota, over quota, and priority in a cluster. Explore Slurm fair share and QoS, Kubernetes quotas and limit ranges, and NGC container management.
Diagnose NVIDIA AI infrastructure by checking container toolkit installation and daemon.json, verifying driver and runtime compatibility, and validating Fabric Manager, NVLink topology, and NCCL RDMA settings.
This course contains the use of artificial intelligence.
Prepare for the NVIDIA Certified Professional: AI Operations (NCP-AIO) exam. This is a hands-on, command-line-first course built specifically for the professional-level credential that validates you can deploy, administer, and troubleshoot NVIDIA AI clusters in real production environments.
Exam facts, covered precisely: the NCP-AIO exam is 30 multiple-choice questions plus 3 hands-on lab exercises delivered in a single 120-minute online proctored session, at the professional (advanced) level. This course is structured to map directly onto all four official exam domains at their real weights: Installation and Deployment (31%), Administration (23%), Workload Management (23%), and Troubleshooting and Optimization (23%). No domain is skipped and study time follows the weighting.
What you will master, chapter by chapter:
Every chapter includes real command-line practice so you build the operational muscle memory the exam actually tests, not just theory. This course is designed for AI infrastructure engineers, MLOps and platform engineers, and HPC administrators who run NVIDIA GPU clusters and want a recognized professional credential to prove it.
AI content disclosure: This course was produced with the assistance of artificial intelligence tools. Lecture narration is AI-voice generated, and lecture scripts, slides, and practice questions were drafted with AI assistance, then reviewed and curated by the instructor for technical accuracy and alignment with the official NCP-AIO exam guide.