
Compressing a 1D CNN for Edge AI: Results, Limits and Trade-offs
Distillation, PTQ and QAT quantization of a 1D CNN for activity recognition, followed by an ONNX Runtime benchmark in Python and C++.
September 16, 2026
Hello, I'm Julien, an embedded systems engineer specializing in Edge AI and real-time acoustic signal processing. Explore my work and professional journey here.




Distillation, PTQ and QAT quantization of a 1D CNN for activity recognition, followed by an ONNX Runtime benchmark in Python and C++.
September 16, 2026

Connecting 3D proximity sensing to an expressive face with FreeRTOS and LVGL.
August 26, 2026

BLE analysis of a cheap smart ring using JRing, Wireshark, and an nRF52840 dongle.
July 9, 2026

Efficient frequency detection of drone rotor harmonics using Goertzel algorithm on low-cost ESP32 hardware.
June 3, 2026

Exploring the STM32U3 series featuring near-threshold design for unprecedented energy efficiency.
May 31, 2026

Co-authored research paper on state-of-the-art energy efficiency improvement methods for Edge AI IIoT networks.
June 1, 2026