Jie-Ying (Peter) Li
Software Engineer, AI, Data and Backend Development
About
M.S. in Information Systems from National Tsing Hua University. Expert in AI and software engineering, showcased through roles at OmniEyes and TSMC, refining ADAS algorithms and optimizing data processing. Groundbreaking research in computer vision, scholarly publications, and top ranks in hackathons underscore advanced skills in Python, SQL, machine learning, and Docker/CI/CD.
Skills
Computer Vision
Machine Learning
Data Science
Data Engineering
Backend Development
Work Experience
OmniEyes
2024.03 - Present
AI Algorithm Engineer
Spearheaded the development and optimization of ADAS (Advanced Driver Assistance Systems) algorithms, achieving a 20% increase in accuracy. Implemented enhancements that resulted in a reduction of false positives by 15%, enhancing the system’s reliability in real-world scenarios.
Python
Kotlin
TensorFlow
OpenCV
PostgreSQL
MongoDB
Serverless
AWS
Docker
Taiwan Semiconductor Manufacturing Company (TSMC)
2023.11 - 2024.03
Data Engineer
Led development of 7+ User Requirement Documents aligned with stakeholder needs and project goals. Designed and optimized 50+ ETL pipelines and an Airflow ETL system, achieving significant improvements in efficiency, and query speed.
Python
Pandas
SQL
Airflow
MSSQL Server
Docker
Kubernetes
Azure
CI/CD
NeuinXRemote
2023.09 - 2023.11
Software Engineer
Developing a Chatbot for introducing the company's products and services to customers.
JavaScript
Node.js
Express.js
Line Messaging API
Multimedia Information System LabAdvisor: Min-Chun Hu
2021.04 - 2023.09
Research Assistant
Spearheaded the development and deployment of a cutting-edge Computer Vision-based algorithm for egocentric gesture recognition, achieving state-of-the-art performance metrics, including a recognition accuracy of 95% on public datasets.
Python
PyTorch
OpenCV
Scikit-Learn
NumPy
Pandas
Unity
Trunk StudioInternship
2021.01 - 2021.04
Software Engineer
Collaborated in a team of 8 to develop a web app providing hiking information for over 500 trails, utilizing React, Material-UI, Firebase, and Google Cloud Platform.
React
Laravel
Materail UI
MySQL
Firebase
Heroku
Education
National Tsing Hua University
2021 - 2023
Master's Degree in Information Systems and Applications, GPA: 4.23/4.30
Yuan Ze University
2017 - 2021
Bachelor's Degree in Computer Science and Engineering, GPA: 3.79/4.00
Extra Curricular & Certifications
Completed the Back-End Engineering job simulation, taking over development of an unfinished project for the Lyft Rentals team. Drafted a UML class diagram representing a new reorganized architecture. Refactored a messy codebase inherited from another team to accurately reflect my new design. Implemented unit tests and added new functionality using test-driven development.
Completed a job simulation that involved building containers for one of Ford's backend development teams. Developed a backend to stream engine temperature sensor readings from cars to mobile phones. Connected a Flask server to a Redis instance using Docker Compose.
Designed and simple and scalable hosting architecture based on Elastic Beanstalk for a client experiencing significant growth and slow response times. Described my proposed architecture in plain language ensuring my client understood how it works and how costs will be calculated for it.
Projects
Efficient Hand Gesture Recognition using Multi Task Multi Modal Learning and Self Distillation
github.competer0512lee/Efficient-Hand-Gesture-Recognition-using-Multi-Task-Multi-Modal-Learning-and-Self-Distillation
PyTorch implementation of the thesis project.
PyTorch
OpenCV
React
Flask
sqlite
PyTorch
PapMon
github.com9AMPYLO/PapMon
PapMon is a web app that will recommend the latest papers, related source code and datasets in the field of Computer Science.
Ruby
Slim
Roda
PostgreSQL
LeetCode
github.competer0512lee/LeetCode
This repository contains my LeetCode practice records, covering a wide range of algorithm and data structure problems.
Python