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| Section | Objectives |
|---|---|
| Storage and Data Pipelines | - Data throughput for training workloads - Distributed storage concepts |
| Networking for AI Infrastructure | - High-speed interconnects (InfiniBand, Ethernet) - Bandwidth and latency considerations |
| AI Infrastructure Fundamentals | - AI workload architecture overview - Accelerated computing concepts (GPU vs CPU workloads) |
| AI Operations and Lifecycle Management | - Model deployment workflows - Monitoring and observability of AI systems |
| Performance, Reliability, and Troubleshooting | - Common infrastructure failure diagnostics - Performance tuning for GPU workloads |
| System and Cluster Architecture | - Cluster design for AI workloads - DGX / HGX systems overview |
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