About Me
4th year PhD student in Electronics Engineering at National Chiao Tung University, advised by Dr. Chen-Yi Lee. Focusing in machine learning approaches suited for self-supervised or autonomous learning. Works mainly on causal learning, meta-learning, self-supervised learning and neural architecture search. Interested in how the brain works and its connection to existing machine learning algorithms.
Research
On-going
| Name |
Description |
Year |
| Autonomous learning |
Incorporates self-supervised learning and meta-learning techniques to enable deep models to learn autonomously. Takes learning efficiency and biological plausibility into account during formulation. |
2018~now |
| Remote Heart Rate Estimation |
Commonly used methodology in heart rate estimation requires close contact with the human skin, e.g. electrocardiogram and photoplethysmogram. This project uses a video camera to capture the face of a subject as a signal source for heart rate estimation, hence heart rate estimation can be done remotely. |
2017~now |
| Non-Invasive Blood Glucose Level Estimation |
With the inconvenience of current methodology of blood glucose level estimation, this project aims to estimate blood glucose level through the extraction of biomarkers from photoplethysmogram. |
2017~now |
Completed
| Name |
Description |
Year |
| SSD Hot-Cold Data Prediction |
The prediction of hot and cold data in solid state drives to enhance read/write performance. |
2018~now |
| SSD Next Address Prediction |
The prediction of next read/write address in solid state drives to enhance read/write performance. |
2019~now |
| Hardware implementation of object tracking algorithm |
Hardware Implementation of Scale Invariant Feature Transform (SIFT) co-designed with a Software Implementation of ground vehicle. |
2015~2016 |
Projects
On-going
Completed
| Name |
Description |
Year |
| Smoke and Fire Detection for Video Surveillance |
Deteciton of hazards caused by fire in Taiwan using video camera as a replacement for conventional smoke and fire alarms. |
2019 |
Awards
| Name |
Type |
Year |
| Novatek PhD Fellowship |
Recipient |
2021 |
| Novatek PhD Fellowship |
Recipient |
2020 |
| Broadcom Foundation Scholarship |
Recipient |
2019 |
| Synopsys ARC Contest |
3rd Placement |
2017 |
| International ICCAD Contest |
Award Recipient |
2016 |
Skills
| Languages |
Proficiency |
| C/C++ |
High |
| Python |
High |
| Matlab |
High |
| Verilog |
High |
| System Verilog |
Medium |
| Dart |
Medium |
| Java |
Medium |
| Tools |
Proficiency |
| Tensorflow |
High |
| Flutter |
Medium |
| PyTorch |
High |
| LaTeX |
Medium |
| Domain Knowledge |
Proficiency |
| Biomedical Signal Processing |
High |
| Computer Vision |
High |
| Digital Speech Processing |
Medium |
| Natural Language Processing |
Medium |
| Machine Learning Algorithm Development |
High |
| Deep Learning Application Development |
High |
| Mobile Application Development |
Medium |
