Yiruei Lu

Software Engineer • Institute for Information Industry Taipei, Taiwan

  [email protected]   https://github.com/yirueilu-b https://www.linkedin.com/in/a02496104/

Software engineer with 3+ years of experience. Skilled in programming languages Python and JavaScript. Familiar with web and deep learning frameworks  such as Django, Flask, Tensorflow, Pytorch, Vue, React etc. Hands-on experiences of implementing and applying deep learning models in real world environment.

Technical Skills

Programming Language


  • Python

  • JavaScript

  • Java

Machine Learning


  • Tensorflow
  • PyTorch 
  • Scikit-learn
  • Pysyft

Web


  • Flask
  • Django
  • React
  • Vue

Data Science


  • Pandas

  • Numpy

  • Matplotlib

Computer Vision


  • OpenCV

  • Pillow

Web Crawler


  • Requests
  • BeautifulSoup

Experience


Software Engineer • LINE Taiwan


Integrate LINE AI product CLOVA with LINE services.

Oct 2021 - Present


Software Engineer • Institute for Information Industry


Research on computer vision and deep learning. Reproduce and experiment with SOTA models. Develop APIs for models and build web or desktop App as user interface.

  • Hand Tracking
    • Reproduced MediaPipe's hand tracker and reach almost the same accuracy on the same dataset (Python)
    • Implemented and evaluated performance several models for hand tracking such as Yolo, SSD, CenterNet, Hourglass etc in one month (Python)
  • Smart Cashier
    • Decrease data collecting time cost  by 75% by implement auto labeling tools (Python)
    • Decrease amount of data required for training model by 90% by data synthesis (Python)
    • Decrease time cost of Keras CNN model inference by 50% by model pruning (Python) 
    • Build desktop GUI App to demo detection result by Tkinter (Python)
    • Build web UI to demo detection result by Flask (Python and Java)
  • Business Dashboard
    • Build URL shorten and user click tracking services (JavaScript)

Sep 2018 - Oct 2021


Internship • Academia Sinica


Fine-tuning the trained air quality index (AQI) model and implement a web UI for displaying the AQI inference result (Python and JavaScript)

Jun 2016 - Sep 2016

Accomplishments

Machine Learning with TensorFlow on GCP


Certification 

Finish 6 courses

Dec 2020

AI Cup Paper Abstract Classification


Competition 

2nd/148 

Feb 2021

Google IT Automation with Python


Certification 

Finish 5 courses

Dec 2020

Projects

Personal Blog


  • Python and JavaScript
  • React
  • Gatsby for SEO
  • Material-UI
  • Markdown support
  • Utterances for comment system

Poloniex BTC Trading Bot


  • Python
  • Poloniex API
  • Simple Moving Average Strategy



Animal Cross Price Table


  • Python and JavaScript
  • React
  • Material-UI
  • Search and filter support
  • Static website

TWSE Market Breadth


  • Python and Javascript
  • Flask for back-end
  • React for front-end
  • Material-UI
  • Crawler for trading data on TWSE
  • Recharts for plotting


Education

 

National Chiao Tung University

M.S., Computer Science

Sep 2015 - Jun 2018

National Taipei University of Technology

B.A., Electrical Engineering

Apr 2011 - Jul 2015