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sensor-data-analysis

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Production-grade ensemble framework combining XGBoost, PyTorch & Sklearn - 70%+ test coverage with Optuna optimization for time-series prediction

  • Updated Nov 10, 2025
  • Jupyter Notebook

Monitoring various parameters such as temperature, pressure, and vibration, the system detects early signs of malfunction. It helps reduce downtime, optimize maintenance schedules, and enhance equipment lifespan, resulting in cost savings and improved operational efficiency.

  • Updated Feb 25, 2025
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