This repository contains code, data utilities, and documentation for a hybrid battery State-of-Health (SoH) and Remaining Useful Life (RUL) estimator that combines a Square-Root Dual Unscented Kalman Filter (SR-DUKF) for robust state and parameter estimation with an LSTM-based Open-Circuit-Voltage (OCV) model.