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Kai-Kai Hsu Software Engineer • Taipei,TW • [email protected] •With 10+ years experience of image processing algorithm development, engaged in the developments of below software features : Filmora, PowerDirector, PhotoDirector, YouCam Perfect (App) and YouCam Makeup (App), mainly involved in the algorithm designings of image processing, computer vision, pattern recognition, machine learning(SVM, regression). Capable of performance tunning (Multithread, SIMD, NEON), cross-platform development, including Window, Mac, Unix, iOS, and Android systems. Skills Programming Development C++ (mainly) Objective C (elementary) iOS development Java, JNI (elementary) Android development Library OpenCV effekseer clapack
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中央大學
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Engineer @Vyond
2023 ~ Present
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National Sun Yat-Sen University
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Anna University
Bachelor of Engineering B.E. , Computer Science
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Senior Software Engineer @Taiwan Rakuten Ichiba, Inc.
2018 ~ 2021
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Swift
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6-10 years
Chang Jung Christian University (長榮大學)
Information Management
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需求、建置系統、營運 全端工程師 曾建置交易所、營建管理系統、ERP 等等各類網頁系統 後端工程師 @ 中佑股份有限公司金流系統 大量資料庫優化 大型團隊合作經驗(約 40 人) 跨部門合作經驗 技能 網頁系統 PHP Laravel MySQL AWS Vue.js APP (iOS) Swift 曾上架產品 Money Mom
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Yuan Ze University https://www.yzu.edu.tw/
Computer Science
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Software engineer @SingularWings Medical.
2019 ~ Present
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Ray Huang Software engineer Hsinchu, Taiwan As a software engineer with five years of experience in app development, I specialize in Android technologies and applications. ✓ Proficient in both independent development and teamwork. ✓ Experienced in multiple programming languages and systems, including Java, Kotlin, and Flutter, spanning across both Android and iOS platforms. 「The reason people are ordinary is because they cannot surpass themselves.」 #Android technology #Self-learning #Willing to share #Team collaboration #Camping life Specialization Android - Kotlin / Java / Flutter - Android SDK - C++ / JNI - Bluetooth - MVVM
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Kaohsiung Medical University 高雄醫學大學
Medical Informatics
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Senior Software Engineer @ThunderCore 閃電核心科技
2023 ~ 2023
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cross-language, and cross-timezone push notification system. Additionally, developed an internal API empowering the operations team to send custom push notification requirements. TTFarm | GameFi project on the ThunderCore blockchain Developed a GameFi project centered around the theme of animals, implementing business logic using Solidity and the Truffle development framework. The project achieved over US$500K in sales within the first 3 weeks of launch and surpassed US$4.5M in total sales. Built a backend event tracking system by batch-fetching contract events on the blockchain. This system empowers the operations team to analyze sales
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國立政治大學
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Full Stack Engineer @EXODUS
2022 ~ 2023
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States. Remote Crypto Wallet Backup/Restore: implemented single and multiple backup onto Cloud via Email/SMS OTP verification. Multiple components included in consideration, e.g. Apple & Google account state, backup file integrity and rotation, availability of backup storage options, backup storage distinct handling between iOS & Android, restore timelocking. All of these tasks were completed while preserving the integrity of the existing backup mechanism and mitigating potential security risks. This addresses the most common concern raised by users. Secure payment: implemented embedded browser for secure payment processing. Conducted security risk analysis
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Pusan National University
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Brian Canlas Full Stack Developer Los Angeles, CA, United States Creative Full-stack developer with 7+ years of professional knowledge of Web & Mobile development with a willingness to learn and master Software architecture. Experience of facilitating web and mobile projects from concept to launch. My passion is to design and create reliable and smooth web and mobile applications to make every software solution worth it. Ready to apply my passion for coding to a talented engineering team to develop quality solutions. Work Experience Full Stack Developer • Dylish MarchAugust 2023 • Developed and maintained online food ordering
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Nanyang Technological University, Singapore
Computer Science
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downloading data management in db Oauth-server authorization Software integration Integration system env. and edge AI chip SDK Hardware acceleration for streaming decode/encode AugustJanuarySenior Software Engineer, Asustor Inc. In the past few years in Asustor, in addition to focus on product testing, but also joined the development of several applications on the NAS. In the development process, through the cooperation and discussion with colleagues and more efficient and quick to complete, but also added to these applications and protocols have a better understanding. Enclosure Management (i2C, GPIO, EC) API develop and help HW team
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National Cheng Kung University
Computer Science

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Ph.D. Student @ NTHU
Taichung City, Taiwan
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國立清華大學
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Print


Meng-Shiun(Kobe) Yu

Email: Kobeyu.tw at gmail.com

I'm currently an NPU compiler engineer at Kneron, also a Ph.D. student at the department of computer science, National Tsing Hua University, Taiwan. My research interests include 

compiler and runtime for deep learning accelerator;  architecture/performance evaluations; compiler designs and optimizations.

Education


  • Ph.D., Department of Computer Science, National Tsing Hua University                                           2017/9 ~ Present
  • M.A., Department of Electrical Engineering, National Chung Cheng University                                 2006/9 ~ 2008/10
    • Advisor: Huei-Yung Lin
    • Thesis: A Vision Surveillance System for Mobile Robot Using Omni-directional and PTZ Cameras
  • B.A., Department of Electrical Engineering, National Chin Yi University of Technology                    2004/9 ~ 2006/6

Work Experience

Kneron.NPU Compiler Engineer.2019 / 2 ~ Present

  • Participated in the development of 6 NPU SoCs.
  • Developed compiler to compress weights for NPU, metadata for firmware control flow.
  • Propose a whole new NPU executable format(NEF) for the runtime.
  • Developed binary utilities to merge/extract multiple models to/from single NEF file.
  • Developed just in time compiler for image accelerator, used in freeRTOS and Embedded Linux environment.
  • Pre- and post-silicon verification(NPU and image accelerator).
  • Debug mismatch between CSim and RTL or performance issue with firmware, CSim, and HW team.
  • Survey advanced techniques, compiler: TVM, MLIR, runtime: TFRT, IREE, model/hardware co-design: network architecture search.
  • Recruit and lead interns to complete specific research work.

Fongfu.Software Engineering Manager.2016 / 9 ~ 2018 / 6

  • Build up a software team (~5 engineer) to deploy services on iOS/Android and Asus Zenbo.
  • System architecture evaluation and planning (Mobile App,  Web backend)
  • Developed face recognition algorithm.

SmartAll.Senior Software Engineer.2016 / 2 ~ 2016 / 8

  • Developed iOS App to control smart camera.
  • Porting ffmpeg and face detection algorithm on iOS.
  • Developed peer to peer commutation SDK.

MSI.Software Engineer.2013 / 11 ~ 2016 / 2

  • Developed iOS App to control smart camera.

CEO(Create Electronic Optical Co., Ltd).Software Engineer.2010 /1 ~ 2013/3

  • Developed lane departure and forward collision warning systems using computer vision algorithms.
  • Developed media player for driver recorder.

Skills


  • Programming Language
    • C/C++, Python and Shell script
  • Compiler
    • Construction and optimization
  • Deep Learning
    • Optimize and deploy neural network model to edge devices.

Publications

  • The Support of MLIR HLS Adaptor for LLVM IR, Geng-Ming Liang, Chuan-Yue Yuan, Meng-Shiun Yu, Tai-Liang Chen, Kuan-Hsun Chen, and Jenq-Kuen Lee, ICPP EMS 2022, Bordeaux, France, Aug. 29 - Sep. 1, 2022. (Virtual).
  • C++OpenCL4TVM: Support C++OpenCL Kernel for TVM NN Operators, Po-Yao Chang, Tai-Liang Chen, Yu-Tse Huang, Meng-Shiun Yu, Jenq-Kuen Lee, IWOCL 2022 (poster paper), 2022.
  • Optimization with TVM Hybrid OP on RISC-V with P Extension, Chuan-Yue Yuan, Meng-Shiun Yu, Chao-Lin Lee, Chun-Chieh Yang, and Jenq-Kuen Lee, TVMcon 2021, Seattle, Dec. 15-17, 2021
  • Support NNEF Execution Model for NNAPI, Yuan-Ming Chang, Chia-Yu Sung, Yu-Chien Sheu, Meng-Shiun Yu, Min-Yih Hsu, and Jenq-Kuen Lee, Journal of Supercomputing, 77, 10065-10096, Springer, 2021.
  • NNBlocks: A Blockly Framework for AI Computing, Tai-Liang Chen, Yi-Ru Chen, Meng-Shiun Yu, and Jenq-Kuen Lee, Journal of Supercomputing, 77, 8622-8652, Springer, 2021
  • Accelerating NNEF framework on OpenCL devices using clDNN, Meng-Shiun Yu, Tai-Liang Chen and Jenq-Kuen Lee, IWOCL 2020, Germany, May 2020 (poster paper).
  • A Robot Vision System for Visual Surveillance, M. S. Yu, H. Wu, H. Y. Lin, International Journal of Innovative Computing, Information and Control, Vol. 10, No. 4, pp. 1267-1274, Aug. 2014.
  • Lane departure and front collision warning using a single camera, H. Y. Lin, L. Q. Chen, M. S. Yu, International Symposium on Intelligent Signal Processing and Communication System, pp. 64-69, Nov. 2012. 

Talks

Neural Network File Format for Inference Framework.COSCUP.2020/08/02

機器學習應用於蔬果辨識.台灣人工智慧學校 台中分校.2018/11/28 

社群與企業之開源專案合作經驗分享:以阿龜微氣候天眼通為例 .g0v summit.2018/10/6

Agrino應用於農業感測的開源專案.COSCUP.2018/8/11

那些夜裡用啤酒打造的田間感測器.COSCUP.2017/8/6

Resume
Profile


Meng-Shiun(Kobe) Yu

Email: Kobeyu.tw at gmail.com

I'm currently an NPU compiler engineer at Kneron, also a Ph.D. student at the department of computer science, National Tsing Hua University, Taiwan. My research interests include 

compiler and runtime for deep learning accelerator;  architecture/performance evaluations; compiler designs and optimizations.

Education


  • Ph.D., Department of Computer Science, National Tsing Hua University                                           2017/9 ~ Present
  • M.A., Department of Electrical Engineering, National Chung Cheng University                                 2006/9 ~ 2008/10
    • Advisor: Huei-Yung Lin
    • Thesis: A Vision Surveillance System for Mobile Robot Using Omni-directional and PTZ Cameras
  • B.A., Department of Electrical Engineering, National Chin Yi University of Technology                    2004/9 ~ 2006/6

Work Experience

Kneron.NPU Compiler Engineer.2019 / 2 ~ Present

  • Participated in the development of 6 NPU SoCs.
  • Developed compiler to compress weights for NPU, metadata for firmware control flow.
  • Propose a whole new NPU executable format(NEF) for the runtime.
  • Developed binary utilities to merge/extract multiple models to/from single NEF file.
  • Developed just in time compiler for image accelerator, used in freeRTOS and Embedded Linux environment.
  • Pre- and post-silicon verification(NPU and image accelerator).
  • Debug mismatch between CSim and RTL or performance issue with firmware, CSim, and HW team.
  • Survey advanced techniques, compiler: TVM, MLIR, runtime: TFRT, IREE, model/hardware co-design: network architecture search.
  • Recruit and lead interns to complete specific research work.

Fongfu.Software Engineering Manager.2016 / 9 ~ 2018 / 6

  • Build up a software team (~5 engineer) to deploy services on iOS/Android and Asus Zenbo.
  • System architecture evaluation and planning (Mobile App,  Web backend)
  • Developed face recognition algorithm.

SmartAll.Senior Software Engineer.2016 / 2 ~ 2016 / 8

  • Developed iOS App to control smart camera.
  • Porting ffmpeg and face detection algorithm on iOS.
  • Developed peer to peer commutation SDK.

MSI.Software Engineer.2013 / 11 ~ 2016 / 2

  • Developed iOS App to control smart camera.

CEO(Create Electronic Optical Co., Ltd).Software Engineer.2010 /1 ~ 2013/3

  • Developed lane departure and forward collision warning systems using computer vision algorithms.
  • Developed media player for driver recorder.

Skills


  • Programming Language
    • C/C++, Python and Shell script
  • Compiler
    • Construction and optimization
  • Deep Learning
    • Optimize and deploy neural network model to edge devices.

Publications

  • The Support of MLIR HLS Adaptor for LLVM IR, Geng-Ming Liang, Chuan-Yue Yuan, Meng-Shiun Yu, Tai-Liang Chen, Kuan-Hsun Chen, and Jenq-Kuen Lee, ICPP EMS 2022, Bordeaux, France, Aug. 29 - Sep. 1, 2022. (Virtual).
  • C++OpenCL4TVM: Support C++OpenCL Kernel for TVM NN Operators, Po-Yao Chang, Tai-Liang Chen, Yu-Tse Huang, Meng-Shiun Yu, Jenq-Kuen Lee, IWOCL 2022 (poster paper), 2022.
  • Optimization with TVM Hybrid OP on RISC-V with P Extension, Chuan-Yue Yuan, Meng-Shiun Yu, Chao-Lin Lee, Chun-Chieh Yang, and Jenq-Kuen Lee, TVMcon 2021, Seattle, Dec. 15-17, 2021
  • Support NNEF Execution Model for NNAPI, Yuan-Ming Chang, Chia-Yu Sung, Yu-Chien Sheu, Meng-Shiun Yu, Min-Yih Hsu, and Jenq-Kuen Lee, Journal of Supercomputing, 77, 10065-10096, Springer, 2021.
  • NNBlocks: A Blockly Framework for AI Computing, Tai-Liang Chen, Yi-Ru Chen, Meng-Shiun Yu, and Jenq-Kuen Lee, Journal of Supercomputing, 77, 8622-8652, Springer, 2021
  • Accelerating NNEF framework on OpenCL devices using clDNN, Meng-Shiun Yu, Tai-Liang Chen and Jenq-Kuen Lee, IWOCL 2020, Germany, May 2020 (poster paper).
  • A Robot Vision System for Visual Surveillance, M. S. Yu, H. Wu, H. Y. Lin, International Journal of Innovative Computing, Information and Control, Vol. 10, No. 4, pp. 1267-1274, Aug. 2014.
  • Lane departure and front collision warning using a single camera, H. Y. Lin, L. Q. Chen, M. S. Yu, International Symposium on Intelligent Signal Processing and Communication System, pp. 64-69, Nov. 2012. 

Talks

Neural Network File Format for Inference Framework.COSCUP.2020/08/02

機器學習應用於蔬果辨識.台灣人工智慧學校 台中分校.2018/11/28 

社群與企業之開源專案合作經驗分享:以阿龜微氣候天眼通為例 .g0v summit.2018/10/6

Agrino應用於農業感測的開源專案.COSCUP.2018/8/11

那些夜裡用啤酒打造的田間感測器.COSCUP.2017/8/6