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5D Parallelism
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AI course essential

5D Parallelism
Memory components in LLM
P/D disaggregation

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AI course essential

Lifecycle Aware Performance

In safety-critical, long-lifecycle systems = obsolescence is the real bottleneck. Adaptive architectures (FPGAs, SoCs, stable CPUs) = keep innovation alive after deployment.

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AI course essential

INT8 Quantization

Understanding how to do calculations in INT8 instead of FP32 and still get same results is a core optimization in DL. DL is highly insensitive to local errors.

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System-Level Parallelism & Scaling [AI workload]

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