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# EWS-Predictive-Dashboard
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Python-based ICU Early Warning System (EWS) predictive dashboard. Uses time-series vitals to detect patient deterioration, benchmarked against NEWS2, with real-time alerts, trend visualisations, and a dual CLI/FastAPI interface. Portfolio-ready, deployed, and clinically-informed.
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# Neural Network Time-Series ICU Deterioration Predictor (LightGBM & PyTorch [TCN]) 📈📊
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Python-based ICU deterioration predictor leveraging advanced time-series ML modeling using TCN Neural Network (PyTorch) on timestamp-level vitals and LightGBM on patient-level features, capturing temporal trends, missingness, and sequence dynamics.
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Benchmarked against NEWS2, with real-time alerts and dual CLI/FastAPI deployment for real-time monitoring.
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Portfolio-ready, deployed, and clinically-informed.
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**Tech stack**: python, pandas, NumpPy, LightGBM, PyTorch
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