Education
National Central University, Electrical Engineering(2015.09 ~ 2019.07)
National Taiwan University, Biomechatronics Engineering (2020.09 ~ 2022.09)
Skill
Programming
- Python
- C
- C ++
- Verilog
Machine learning
- Pytorch
- Tensorflow
- Keras
Backend and Database
- Django
- MySQL
Others
- Git
- Linux
Correlated curriculum
Machine Learning, Deep Learning for Computer Vision, Data Structure and Algorithm, Operation System
Computer Organization, Digital Systems Design, Digital Signal processor
Digital Image Processing, Bioinformatics Algorithms, Biomedical Data Mining,
Work experience
Algorithm Engineer • Gomore
Feb 2023 - Jul 2023
- Analyzing physiological signals(PPG) and implement physiological algorithms.
- Using C language to implement to wearable devices.
- Validation the modules in the group.
Database and Backend Engineer PT • MISSMI INTELLIGENCE
Sep 2021 - Jan 2022
- Bioinformatics data integration and presentation
- Backend API developm to APP
Teaching Assistant • National Taiwan University
Feb 2021 - Jul 2021
- Electronics and Laboratory
- Integrate course information
- Design electronic experiments, using oscilloscopes, power supplies, signal generators and Pspice to simulate various circuits
- Homework problem solving, following class to solve classmates' problems
July 2021 - Sep 2021
- Bioinformatics algorithm
- Designed assignments related to bioinformatics information.
- Integrate course information
- Assist in classroom report submission content evaluation
:Thesis title：Using deep learning to predict T-cell receptors binding specificity
- Using the Transfer learning and ProBert protein language model to predict pMHI-I binding of T-cell receptor.
- Compared to existing paper, we have higher accuracy and faster inference.
Project Experience
Python, Pytorch
Skull fracture detection ( Faster R-CNN ):
- This project works with Inventec in Deep Learning for Computer Vision
- Train a neural network to detect whether the patient has skull fractures and where they are by utilizing data annotated by physicians.
- We used Faster R-CNN to implement object detection to predict where they are by utilizing data annotated by physicians.
Python, Django
Costco notice of goods
- Design a crawler to notify the customer when the item in stock.
- Using Django to build a Linebot
Web backend API Design
Verilog
- Single Cycle implementation
Other Projects
C++
- Greedy snake design
Verilog
- Gobang in FPGA
- Single Cycle implementation
Python
- Data structure algorithm implementation
- Image processing implementation
Pytorch
- Image Classification ( CNN, Semi-Supervised learning, Self-Supervised learning, VIT, ACGAN )
- Sequence to Sequence( Transformer, BERT )
- Semantic segmentation ( FCN, U-net)
- Face and Digit Generation ( SC-GAN)
- Lunar Lander Game ( Reinforcement Learning )
- Skull fracture detection ( Faster R-CNN )
Django
- Web backend API Design
- Costco notice of goods
Linux
- Simple shell script design and server administration
