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Add Documentation for NPUs (Neural Processing Units) #15

@mrshaw01

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@mrshaw01

Introduce a section covering Neural Processing Units (NPUs) — specialized hardware accelerators for AI workloads.

Suggested Topics:

  • What is an NPU and how it differs from CPU/GPU
  • Programming models and toolchains
  • Typical use cases (e.g., inference, low-power edge AI)
  • Challenges: quantization, memory bandwidth, model compatibility

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