Coursera - AI Infrastructure and Operations Fundamentals (by NVIDIA)

www.coursera.org

Modules

1. Introduction to AI

  • Course Overview
  • 1. AI Transformation Across Industries
  • 2. Introduction to Artificial Intelligence
  • 3. Generative AI Overview
  • 4. Accelerating AI with GPUs
  • 5. AI Software Ecosystems
  • 6. Data Center and Cloud Computing

2. AI Infrastructure

  • 7.1 Data Center Platform
  • 7.2 GPUs and CPUs for AI
  • 7.3 Multi-GPU Systems
  • 7.4 Introduction to DPUs
  • 8. Networking for AI
  • 9. Storage for AI
  • 10. Energy Efficient Computing
  • 11. Reference Architectures
  • 12.1 in the Cloud Unit Overview
  • 12.2 Introduction to AI in the Cloud
  • 12.3 AI Use Cases in the Cloud
  • 12.4 AI in the Cloud Considerations
  • 12.5 Supported Cloud Service Providers and Consumption Models
  • 12.6 NVIDIA Solutions in the Cloud

3. AI Operations

  • 13. AI Data Center Management and Monitoring
  • 14. Orchestration, MLOps, and Job Scheduling