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References and Further Reading

  • Suggested items to consult: papers on edge ML, TensorFlow Lite documentation, ONNX Runtime Mobile guides, low-power networking best practices.
  • Use-cases: real-time motion analysis, health telemetry, immediate alerts.
  • XSL integration: lightweight sensor adapters, on-device anomaly detection models (<1 MB), aggressive power scheduling.
  • Recommended config: 256–512 MB runtime, model quantization to int8, 1–5s processing windows, opportunistic sync on Wi‑Fi.

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Final Verdict

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