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Research Prototype
Pilot
Machine Learning

Real-Time Industrial Anomaly Detection

Identify operational outliers and equipment anomalies from telemetry streams in a industrial setup.

Note: This project was developed as a technical demonstration or research pilot and is not presented as a client deployment.
Real-Time Industrial Anomaly Detection

The Challenge

Identify operational outliers and equipment anomalies from telemetry streams in a industrial setup.

The Engineering Solution

Engineered an unsupervised Isolation Forest anomaly detection pipeline running on telemetry streams with automated alert thresholds.

Research Evaluation

Demonstrated anomaly-detection workflows on project telemetry data under prototype test conditions.

Technologies & Tools

Scikit-learn
Kafka
Python
Grafana
Docker

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