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Taipei City, Taiwan
Taiwan
IT
Tecnología
Menos de 1 año
2-4 años
De 4 a 6 años
6-10 años
10-15 años
Más de 15 años
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National Tsing Hua University
國立清華大學
Taiwan
United States
台灣
A tiempo completo
C++
Python
No
En un mes
Software Engineer
Master of Science (MS)
Master
2010
Current company
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AMD
Adivic Technology
Appier 沛星互動科技
Fatek Automation
Ifunplay
Positive Grid
Skymizer
TesterSoft
Wistron
Interesado en trabajar a distancia
No freelance
Chinese - Nativo o bilingüe
English - Intermedio
Japanese - Principiante
English
De 4 a 6 años
6-10 años
10-15 años
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Avatar of Zong-Ci, Lu.
Fuera de línea
Avatar of Zong-Ci, Lu.
Fuera de línea
Zong-Ci, Lu
MTS Software Development Engineer @AMD
・
2022 ~ Presente
Software Engineer
En un mes
and some Python) for motion controller Studied and implemented help document framework for HMI design tool Implemented ladder logic programming language viewer for FATEK PLC Adivic Technology，2014//10 Designed RF recorder software automation flow Designed and implemented RF recorder software GUI Designed, implemented and automated RF device calibration flow Wistron，2013//03 Implemented algorithms for single/stereo camera calibration Implemented an orientation and distance detection algorithm which inspired by camera calibration(see the YouTube link ) IFUNPLAY，2013/08 ~ 2013/11 Microsoft *.doc, *.xls, *.ppt format parser for iOS app
C++
Python
Empleado
A tiempo completo / Interesado en trabajar a distancia
6-10 años
National Tsing Hua University
・
Mathematics
17,000+

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Technical Skills
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Problem-Solving
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En un mes
Avatar of Zong-Ci, Lu.
Zong-Ci, Lu
Coffeine to code converter
Logo of AMD.
AMD
・
2022 ~ Presente
Taipei City, Taiwan
Professional Background
Situación actual
Empleado
Progreso en la búsqueda de empleo
Professions
Other
Fields of Employment
Software, Semiconductores
Experiencia laboral
6-10 años
Management
Ninguno
Habilidades
C++
Python
Idiomas
Chinese
・
Nativo o bilingüe
English
・
Intermedio
Japanese
・
Principiante
Job search preferences
Posición
Software Engineer
Tipo de trabajo
A tiempo completo
Ubicación
Taipei, Taiwan, United States
A distancia
Interesado en trabajar a distancia
Freelance
No.
Educación
Escuela
National Tsing Hua University
Mayor
Mathematics
Imprimir

Zong-Ci Lu (Serge)

+886-963-453-205
[email protected]

Experience

AMD，2022/05 - present

  • Develop GEMM kernel for AMD GPU in GCN assembly
  • Study on different stratedies on GPU kernel fusion such as GEMM + GEMM and GEMM + Softmax + GEMM

Appier，2022/03 - 2022/05

  •  Developed API for AIQUA service

Skymizer，2020/01 - 2022/03

  • TensorFlow integration with DLA (Deep Learning Accelerator)
  • Sped up float to int8 quantization by using x86 SIMD instructions(10%~50% improvement depends on batch size)
  • Developed customized neural network visualization tool to help developers to debug graph partitioning result
  • Amended forward shape inference in TensorFlow(e.g. Pad)
  • Utilized backward shape inference to enhance graph partitioning result(200% size in Mask RCNN)
  • Neural network quantization and calibration for specific DLA(including CMSIS-NN & Andes NN library backend, used in Tiny ONNC)
  • Customized neural network inference engine with MLIR for specific DLA simulation
  • Achieved 99.9+% accuracy in int8 mode of specific DLA for DLRM model in a tight schedule
  • Built deep learning model calibrator with MLIR
  • Studied state-of-the-art deep learning model quantization/calibration methods and implement them in C++ for specific DLA.

Positive Grid，2016/07 - 2020/01

  • Developed models and controllers in native layer(C++ & JUCE) of web-based desktop app(e.g. BIAS Amp, BIAS FX,...)
  • Developed backend service(Python & Flask) for music information retrieval and MIDI file generating on Google Cloud Platform(for GoGuitar)
  • Developed real-time harmonic pitch class profiling & chord detection module for GoGuitar(C++ & Objective-C for iOS bridge)
  • Developed cross-category item recommendation system for GoGuitar(Python & LightFM)
  • Developed JACK-based audio application on embedded Linux
  • Developed QML GUI app on embedded Linux

Fatek Automation，2015/11 - 2016/07

  • Designed and implemented front-end software(Qt, C++ and some Python) for motion controller
  • Studied and implemented help document framework for HMI design tool
  • Implemented ladder logic programming language viewer for FATEK PLC

Adivic Technology，2014/04 - 2015/10

  • Designed RF recorder software automation flow
  • Designed and implemented RF recorder software GUI
  • Designed, implemented and automated RF device calibration flow

Wistron，2013/12 - 2014/03

  • Implemented algorithms for single/stereo camera calibration
  • Implemented an orientation and distance detection algorithm which inspired by camera calibration(see the YouTube link)
IFUNPLAY，2013/08 ~ 2013/11
  • Microsoft *.doc, *.xls, *.ppt format parser for iOS app

TesterSoft，2012/02 - 2013/05

  • Developed defect(line width, line space, pinhole...etc) detection algorithm for PCB film
  • Designed and implemented AOI software GUI by using Qt
  • Created an auto-correlation based image quality checking algorithm for camera auto-focus
  • Created a peak detection algorithm which be used in 3D scene reconstruction for laser triangulation method

Education

M.S., Mathematics, 2010, National Tsing Hua University, Hsinchu

B.S., Mathematics, 2008, National Tsing Hua University, Hsinchu

Skills

Programming Languages

  • Modern C++
  • Python 3

Libraries/Frameworks

  • JUCE
  • Qt
Resume
Perfil
Imprimir

Zong-Ci Lu (Serge)

+886-963-453-205
[email protected]

Experience

AMD，2022/05 - present

  • Develop GEMM kernel for AMD GPU in GCN assembly
  • Study on different stratedies on GPU kernel fusion such as GEMM + GEMM and GEMM + Softmax + GEMM

Appier，2022/03 - 2022/05

  •  Developed API for AIQUA service

Skymizer，2020/01 - 2022/03

  • TensorFlow integration with DLA (Deep Learning Accelerator)
  • Sped up float to int8 quantization by using x86 SIMD instructions(10%~50% improvement depends on batch size)
  • Developed customized neural network visualization tool to help developers to debug graph partitioning result
  • Amended forward shape inference in TensorFlow(e.g. Pad)
  • Utilized backward shape inference to enhance graph partitioning result(200% size in Mask RCNN)
  • Neural network quantization and calibration for specific DLA(including CMSIS-NN & Andes NN library backend, used in Tiny ONNC)
  • Customized neural network inference engine with MLIR for specific DLA simulation
  • Achieved 99.9+% accuracy in int8 mode of specific DLA for DLRM model in a tight schedule
  • Built deep learning model calibrator with MLIR
  • Studied state-of-the-art deep learning model quantization/calibration methods and implement them in C++ for specific DLA.

Positive Grid，2016/07 - 2020/01

  • Developed models and controllers in native layer(C++ & JUCE) of web-based desktop app(e.g. BIAS Amp, BIAS FX,...)
  • Developed backend service(Python & Flask) for music information retrieval and MIDI file generating on Google Cloud Platform(for GoGuitar)
  • Developed real-time harmonic pitch class profiling & chord detection module for GoGuitar(C++ & Objective-C for iOS bridge)
  • Developed cross-category item recommendation system for GoGuitar(Python & LightFM)
  • Developed JACK-based audio application on embedded Linux
  • Developed QML GUI app on embedded Linux

Fatek Automation，2015/11 - 2016/07

  • Designed and implemented front-end software(Qt, C++ and some Python) for motion controller
  • Studied and implemented help document framework for HMI design tool
  • Implemented ladder logic programming language viewer for FATEK PLC

Adivic Technology，2014/04 - 2015/10

  • Designed RF recorder software automation flow
  • Designed and implemented RF recorder software GUI
  • Designed, implemented and automated RF device calibration flow

Wistron，2013/12 - 2014/03

  • Implemented algorithms for single/stereo camera calibration
  • Implemented an orientation and distance detection algorithm which inspired by camera calibration(see the YouTube link)
IFUNPLAY，2013/08 ~ 2013/11
  • Microsoft *.doc, *.xls, *.ppt format parser for iOS app

TesterSoft，2012/02 - 2013/05

  • Developed defect(line width, line space, pinhole...etc) detection algorithm for PCB film
  • Designed and implemented AOI software GUI by using Qt
  • Created an auto-correlation based image quality checking algorithm for camera auto-focus
  • Created a peak detection algorithm which be used in 3D scene reconstruction for laser triangulation method

Education

M.S., Mathematics, 2010, National Tsing Hua University, Hsinchu

B.S., Mathematics, 2008, National Tsing Hua University, Hsinchu

Skills

Programming Languages

  • Modern C++
  • Python 3

Libraries/Frameworks

  • JUCE
  • Qt