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industrial-iots

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Hilary-Henshaw / faultscope

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Real-time predictive maintenance platform. Kafka streaming, LSTM + Random Forest ML, FastAPI inference with MC Dropout uncertainty, automated drift detection & retraining, multi-channel alerting, and Streamlit + Grafana dashboards. Production-grade async Python on TimescaleDB.

python docker iot machine-learning streaming kafka time-series random-forest grafana lstm asyncio anomaly-detection timescaledb mlflow fastapi opentelemetry streamlit industrial-iots
  • Updated Apr 5, 2026
  • Python

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