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modeling-monitoring

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joshleh / secom-fault-detection

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ML system for semiconductor yield-fault detection (UCI SECOM). Random Forest + SHAP explainability, 5-page Streamlit dashboard, FastAPI service with drift monitoring (PSI/KS), Dockerized + CI. Benchmarks Isolation Forest, Random Forest, and LSTM Autoencoder.

python docker machine-learning random-forest scikit-learn plotly pytorch classification manufacturing semiconductor anomaly-detection xai mlops mlflow drift-detection shap fastapi streamlit modeling-monitoring
  • Updated Jul 9, 2026
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