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AI與機器視覺工程師 @群創光電股份有限公司 InnoLux Corporation
2022 ~ 现在
Software Engineer
一個月內
Deep learning with TensorFlow
Keras
Computer Vision
就职中
目前没有兴趣寻找新的机会
全职 / 暂不考虑远端工作
4 到 6 年
國立臺灣科技大學 National Taiwan University of Science and Technology
醫學工程
Avatar of Max Shih.
Avatar of Max Shih.
Director of software R&D department @Phrozen Inc.
2024 ~ 现在
Software Engineer
一個月內
Max Shih A math enthusiast and geeky computer vision algorithm engineer. Director, Software R&D Department Phrozen Inc., Taipei, TW [email protected] Skills Dev Tools C & C++ Python Version Control TortoiseSVN / Git Computer Vision 3D Scanner Development SLAM Open3D GUI Program Framework Qt + OpenGL / ImGui Math Statistics Optimizations Advanced Calculus Complex Analysis Topology / Tensor / Metric Spaces Theory Professions Algorithm developments Software project & team management Deep Learning Keras + TensorFlow OpenCV Languages Mandarin Chinese Taiwanese English, TOEIC 945 Work Experience Director of Software R&D Department, Feb 2024 ~ now
C++ and C
Python
OpenCV
就职中
目前会考虑了解新的机会
全职 / 对远端工作有兴趣
6 到 10 年
Georgia Institute of Technology
Doctor of Philosophy in Structural Engineering
Avatar of Zong-Ci, Lu.
离线
Avatar of Zong-Ci, Lu.
离线
MTS Software Development Engineer @AMD
2022 ~ 现在
Software Engineer
一個月內
com 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//05 Developed API for AIQUA service Skymizer,2020//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
C++
Python
就职中
全职 / 对远端工作有兴趣
6 到 10 年
National Tsing Hua University
Mathematics
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Algorithm Research & Development @適着三維科技股份有限公司 TG3D Studio Inc.
2021 ~ 现在
Software Engineer
一個月內
Python
AI & Machine Learning
Image Processing
就职中
正在积极求职中
全职 / 对远端工作有兴趣
4 到 6 年
國立台灣大學
生物產業機電工程所
Avatar of Paul Tang.
Avatar of Paul Tang.
Senior Software Engineer @U-NEXT Co., Ltd.
2021 ~ 现在
Software Engineer
一個月內
. 十二月四月Build innovative computer vision and pedestrian detection backend service - Build and maintain a high availability of deep learning-based computing systems - Develop human detection and facial recognition deep learning models and algorithms [Core technology] - Golang/Python - AWS/DynamoDB/SQS/EC2 - Tensorflow/Keras/OpenCV/openVINO Platform Engineer Intern • Intel 二月六月Survey internal paper and develop the internal script for Xeon SP testing platform - FPGA, OpenCL deep learning and machine learning research - Develop an internal Demo application for deep learning usage with Qt/C+
Python
Docker
Linux
就职中
全职 / 对远端工作有兴趣
4 到 6 年
Nation Taiwan University
Bioelectronic and Bioinformatics
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Data Analyst @R STUDIO
2022 ~ 现在
Software Engineer
一年內
Word
PowerPoint
Excel
就学中
Intern / 暂不考虑远端工作
4 到 6 年
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一個月內
Coffeine to code converter
Logo of AMD.
AMD
2022 ~ 现在
Taipei City, Taiwan
专业背景
目前状态
就职中
求职阶段
专业
其他
产业
软件, 半导体
工作年资
6 到 10 年
管理经历
技能
C++
Python
语言能力
Chinese
母语或双语
English
中阶
Japanese
初阶
求职偏好
希望获得的职位
Software Engineer
预期工作模式
全职
期望的工作地点
Taipei, Taiwan, United States
远端工作意愿
对远端工作有兴趣
接案服务
学历
学校
National Tsing Hua University
主修科系
Mathematics
列印

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
简历
个人档案

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