Application Engineer

@ Advantech Co., Ltd., Taiwan

Jun. 2024 ～ Present

- Converted and quantized pre-trained ML models to ONNX/OpenVINO, boosting inference speed by 40%.
- Developed conversion and quantization pipeline in CLI, partially released as an open-source tool (GitHub).
- Assisted early-stage AMR project evolution, giving robot platform advice and control/power assistance.
- Developed performance benchmark, documenting results in technical white paper and conference paper.
- Installed, validated, and troubleshot BIOS, OS and drivers on industrial PCs (ARK and DS series).
- Delivered 10+ training sessions across ROS, AI, OS installation and others to 100+ global engineers.

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