Emrick Sinitambirivoutin is a machine learning and embedded-systems engineer with five years of experience bridging hardware acceleration and production AI, currently serving as a Core Team Engineer in Paris. He has progressed from FPGA and RTL development for deep learning to leading ML engineering efforts at Sonos, delivering optimized inference pipelines and quantized operator implementations. Emrick’s rare combination of FPGA, CUDA, and embedded-software expertise enables him to design solutions that run efficiently both in data centers and at the edge. Notably, he contributed quantized softmax support to the popular tract inference library, demonstrating practical low-level ML optimization skills. With academic exchanges at EPFL and a background in physics-electronics, he pairs rigorous technical foundations with hands-on deployment experience.
5 years of coding experience
6 years of employment as a software developer
Embedded systems and Software devices, Embedded systems and Software devices at National School of Computer Science and Applied Mathematics of Grenoble
Physics Electronics and Telecommunications, Physics Electronics and Telecommunications at Grenoble INP - Phelma
Tiny, no-nonsense, self-contained, Tensorflow and ONNX inference
Role in this project:
ML Engineer
Contributions:9 reviews, 49 commits, 39 PRs in 7 months
Contributions summary:Emrick primarily contributed to the implementation of a softmax operation, a core component in neural networks, within the `tract` library. Their work involved adding support for quantized data types, crucial for efficient inference. The commits include modifications to the core softmax functionality, the introduction of fixed-point arithmetic for quantized operations, and test cases to validate the correctness of the implementation.
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Emrick Sinitambirivoutin - Core Team Engineer at H Company