Edge AI~6 min read
Unsupervised anomaly detection on telemetry streams: pitfalls and baselines
Seasonality and maintenance windows will fool naive thresholds—plan for them.
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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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