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NVIDIA-Certified Associate: AI Infrastructure and Operations (NCA-AIIO) Syllabus

Essential AI Knowledge

Understanding AI concepts, NVIDIA solutions and the hardware and software that support the AI life cycle.

38%
Weight
19
Questions
38
Marks

AI concepts and adoption

  • AI versus machine learning versus deep learning
  • Factors behind rapid AI adoption
  • Key AI use cases and industries
  • Training versus inference requirements

NVIDIA software and solutions

  • NVIDIA software stack for AI environments
  • Purpose and use cases of NVIDIA solutions
  • Software components across the AI development and deployment life cycle
  • NVIDIA AI Enterprise and NGC catalog

Compute architecture

  • GPU versus CPU architecture
  • Parallel processing for AI workloads
  • Accelerated computing concepts
  • Matching hardware to training and inference needs

AI Infrastructure

Planning compute, networking, power, cooling and facilities for accelerated AI data centers.

40%
Weight
20
Questions
40
Marks

Compute and cluster design

  • Hardware requirements for AI training use cases
  • Scaling GPU infrastructure
  • Components of an accelerated infrastructure cluster
  • On-premises versus cloud infrastructure trade-offs

Facilities, power and cooling

  • Data center power specifications
  • Cooling concepts for GPU systems
  • Facility requirements
  • Rack density considerations

Networking for AI

  • Networking requirements for AI workloads
  • Data center networking protocols
  • High-speed options such as InfiniBand and Ethernet
  • Purpose and benefits of DPUs

AI Operations

Managing, monitoring, scheduling and virtualizing accelerated infrastructure.

22%
Weight
11
Questions
22
Marks

Management and monitoring

  • AI data center management essentials
  • Monitoring essentials
  • Key GPU monitoring metrics and criteria
  • GPU telemetry tools such as DCGM

Orchestration and virtualization

  • Cluster orchestration essentials
  • Job scheduling essentials
  • Virtualizing accelerated infrastructure
  • Sharing GPUs across workloads

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Hi! I'm your AI Tutor. Let's create a personalized study plan for your NVIDIA-Certified Associate: AI Infrastructure and Operations (NCA-AIIO) certification.

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Timed Exams

Simulate real exam conditions with timed practice tests

  • Exam-like environment
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Practice Tests

Comprehensive question bank with detailed explanations

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  • Interactive diagrams
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Learning Progress

Essential AI Knowledge 85%
AI Infrastructure 92%

Practice Test Scores

95%
Latest Score
Above passing threshold

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