Design and implement end‑to‑end AI pipelines for time‑series and event‑driven sensor data (e.g., pressure, temperature, current, voltage, etc.) * Combine physical models with data‑driven approaches (hybrid / physics‑informed machine learning) to improve robustness and interpretability * Collaborate with hardware, firmware, and systems engineers to integrate sensor electronics, data acquisition, and AI inference into real devices (battery stacks, robots, etc) * Experience with data engineering aspects for sensor data: synchronization, cleaning, labeling, handling of large continuous streams
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