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GRU + SHAP - Explainable Predictive Maintenance for Irregular Multivariate Time Series

This recurrent neural network model exploits historical data measured from machine sensors to perform inference on future usage and detect possible future faults in the machine itself. Explainability metrics targets sensor groups and are powered by the SHAP library.