Serge Lu
MTS Software Development Engineer at AMD
New Taipei, Taiwan
Summary
👤
Senior🎓
Top SchoolSerge Lu is an experienced software engineer with 11 years building high-performance C++ systems and Python services, currently an MTS Software Development Engineer at AMD. He has deep expertise in ML inference, quantization, and DLA integration from hands-on work accelerating TensorFlow pipelines and implementing MLIR-based inference engines. His background spans embedded and cloud domains—from RF recorder firmware integration and motion controller HMIs to real-time music signal processing and recommendation systems. Serge routinely squeezes performance from hardware using SIMD optimizations and custom int8 calibration, achieving production-grade accuracy under tight schedules. A math-trained thinker (BS/MS from 國立清華大學), he combines algorithmic rigor with pragmatic engineering and a knack for developer tooling, evidenced by visualization and calibration tools he built to simplify graph partitioning and debugging. Off the usual path, he describes himself as a “caffeine to code converter,” hinting at a pragmatic, hands-on work style.
11 years of coding experience
10 years of employment as a software developer
Bachelor's Degree, Mathematics, Bachelor's Degree, Mathematics at 國立清華大學
English, Chinese, Japanese
Stackoverflow
324reputation
20kreached
8answers
0questions
Github Skills (44)
assembly10
mod-manager10
matrix-multiplication10
machine-learning10
blas10
desktop-application10
amd10
user-guide10
hip10
api-documentation10
api10
zeal10
docset10
openflow10
qt9
Programming languages (4)
Github contributions (5)
Serge45/GCodeViz
Nov 2017 - Oct 2018
Contributions:25 commits, 25 pushes, 1 branch in 10 months
Serge45/zeal
Dec 2015 - Sep 2020
Simple API documentation browser inspired by Dash
Contributions:2 PRs, 17 pushes, 5 branches in 4 years 9 months
apidashbrowserapi-documentationsimple-api
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