Edge AI~6 min read
Label quality for edge vision: class imbalance and night-shift drift
Retrain triggers should fire on precision drops, not calendar dates.
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Practical notes from AIoT field work and internal pilots.
Prefer measurable KPIs (latency, uptime, alert noise) before scaling a pattern.
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