Wei Jie, Hung 洪偉捷


Contact Me

  : [email protected]

   : 0963-738-223

   : https://github.com/B106Roger

Skill

Programming Language (1★ ~ 5★ )

  • C/  C++                                                            ★ ★ ★ ★ ★ 
  • Python                                                             ★ ★ ★ ★ ★ 
  • Javascript / Typescrpt / PHP                     ★ ★ ★

                                                 

Tool / Library (1★ ~ 5★ )

  • github                                                        ★ ★ ★ ★ ★
  • tensorflow / pytorch                              ★ ★ ★ ★ ★
  • Visual Studio                                            ★ ★ ★ 

Research (1★ ~ 5★ )

  • Field of Research
    • Deep Learning
    • Machine Learning
    • Computer Vision
  • Focus Topic
    • Neural Architecture Search (NAS)           ★ ★ ★ ★ ★
    • Object Detection                                          ★ ★ ★ ★ ★
    • Optical Character Recognition (OCR)     ★ ★ ★ 

Language

  • English (TOEIC 855)

    

Academic

Master's Degree      2021-07 ~

National Chiao Tung University(國立交通大學)

Computer Science Engineering

Bachelor's Degree 2017-09 - 2021-06

National Taiwan University of Science and Technology(國立台灣科技大學)

Computer Science and Information Engineering

General Education 2014-09 - 2017-06

Taipei Municipal Jianguo High School (台北市立建國高級中學)




Experience

  • Sep 2018 - Dec 2018 Project - Simple E-commerce website (簡易電商網站) : PHP, Laravel, Apache, MySQL, Git
    • Construct backend project management systems (PHP, Laravel, MySQL, GIt).
    • Provide a simple API for the frontend to display the product list.
  • Jul  2019 - Oct 2019  Project - Webgame (網頁遊戲大廳) : Typescript, Javascript,  Angular
    • Goal: Construct a basic game lobby system and make the user experience like that of using a mobile APP. 
    • Using PWA techniques to make websites look like a mobile phone APP.
    • Using Amazon EC2 deploys our system.
  • Jul  2019 - Dec 2019  Project - Fishing Machine Curve Editor (捕魚機路徑編輯器) : C++, Cocos2dx, Visual Studio
    • Goal: Construct an editing tool for modifying the trajectory for fish to follow in the fish machine game.
  • Sep 2019 - Dec 2019 Project - 3D Amusement Park (3D 遊樂園) : C++, OpenGL, Visual Studio 
    • Using sine and cosine functions to implement the water wave.
    • Using a gray-scale image as a height map to implement a mountain.
  • Feb 2019 - Jun 2021 Project - 2D Super Mario (2D 馬力歐小遊戲) : C++, OpenGL, Visual Studio 
    • Construct a collision system to check whether Mario is killed by monsters or blocked by the wall

            

Research in Master's Degree

  • Jul  2022 - Sep 2023 Project - Device Resource Aware Neural Architecture Search for Vision Perception
    • Goal: Design a NAS algorithm that could search for the best architecture given resource constraints.
  • Jul  2022 - Feb 2023  Project - Trafficlight Detection : Python, tensorflow, tflite
    • Goal: Provide a robust and fast neural network that could locate the traffic lights given a dashcam(行車紀錄器) image under adverse weather condition. 
  • Sep 2021 - Dec 2022 Project - Countdown of Trafficlight Recognition: Python, tensorflow, tflite
    • Goal: Provide a robust and fast neural network that can recognize the countdown given a trafficlight image.
  • Sep 2021 - Dec 2022 Project - Simple ML Framework : C++, Python, pybind
    • Implement the backpropagation algorithm using C++ and use SIMD to speedup the internal matrix multiplication.

                        

Publication of Master's Degree

  • May 2022 - Sep 2022 Paper - Zero-DNAS: Efficient constraint-aware neural architecture search for object detection
    • The paper was submitted to IEEE Transactions on Neural Networks and Learning Systems, but is under review currently. (second author).

                         

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