Sai Chethan Reddy
ML and Data Engineer at Aigentics | Generative AI Engineer | Graduated From George Mason University
- Role
- Data Engineer at Aigentics Inc
- Location
- Fairfax, VA, US
- LinkedIn followers
- 500 followers
Experience
Data Engineer
Apr 2025 — Present
Developed a real-time anomaly detection system for sensor grids (IR and PM2.5), identifying early signs of fire risk in solar panel arrays.•Designed and implemented hybrid models using IQR, ROC, and Z-score techniques to detect outliers and fluctuations in 8×8 grid sensor data with statistical confidence scoring.•Engineered a modular backend using Fast API, integrating machine learning models with confidence scoring, and dynamic thresholding.• Created a logging and alerting mechanism to store anomaly events in PostgreSQL, optimized with Redis for fast, transient data handling.•Visualized real-time and historical anomaly data through interactive dashboards in Grafana, supporting time-based filtering and severity-based insights for operational teams.
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