05 2022 - 08 2023
Taipei, Taiwan
08 2021 - 08 2023
Taipei, Taiwan
09 2021 - 08 2023
Taipei, Taiwan
09 2020 - 02 2021
Taipei, Taiwan
07 2020 - 0 2020
Taipei, Taiwan
(Studied Civil Engineering during 2015 to 2017, Transferred to Optical Science at 2017)
Python, PyTorch, Tensorflow, SciKit learn, Hugging Face, OpenCV, C/C++, Java, MySQL, PostgreSQL, Spark, Hadoop, BS4, Selenium, GCP, BigQuery, Flask, HTML, CSS, JS, LabVIEW, Linux, Ubuntu, Kubernetets, Git/Github.
Computer Programming, Operating System, Compiler Design, Applied Deep Learning, Algorithm Design & Analysis (audit), Data Structures (audit), Computer Architecture (audit), Database, Statistics, Big Data Analysis.
XGBoost, DL, CV, NLP/NLU, RL, XAI, MLOps, Recommendation Systems, LLM Fine-tuning & Prompting, Self-supervised Learning, Few-Shot Learning, SHAP, Grad-CAM, ETL, EDA, MapReduce, DB Management.
MatLab, ANSYS, COMSOL, R , Numerical Simulation, Numerical Analysis, Finite Element Analysis, Differential Equation (Eng. Mat. I), Linear Algebra (Eng. Mat. II), Fourier Analysis (Eng. Mat. III), Probability
3GPP 5G NR/4G LTE spec, L1/L2/L3 architecture, ETSI MANO framework, O-RAN spec, OSC, ONAP.
Problem-Solving, Strong Adaptability, High Flexibility, Patience, Good Verbal Communication, High Learning agility
Conducted a source code mapping analysis for O-RAN 5G specifications, covering components such as Near-RT RIC/Non-RT RIC, SMO, and xAPP/rAPP. Analyzed E2/A1/O1/O2/R1 interface transport APIs and investigated the relationship between the 3GPP framework and O-RAN's 7.2x split architecture. Explored the ETSI MANO framework in the context of SMO/O-Cloud schemes.
Collaborated with a biotechnology startup to develop 2D/3D segmentation models and enhance image quality. Established and optimized U-Net model training procedures, resulting in a significant accuracy improvement from 41% to 72%. Achieved acceleration in GPU inference speed from 3 minutes to 16 seconds, and reduced memory storage requirements by a factor of 8.
Partnered with Mackay Memorial Hospital to design AI models for the clinical diagnosis of human skin conditions. Conducted EDA on a dataset comprising data from over 100 patients, achieving a 91% accuracy in identifying 14 different skin lesions. Developed a few-shot model capable of detecting diseases with limited data availability. Conducted research on visual explanation figures to gain insights into the model's decision-making process.
Collaborated with NTU Hospital, NTU CSIE, and NTU GIEE to develop a generative AI model capable of translating non-invasive microscopic images into conventional H&E slices. Curated a diverse image dataset and designed novel DL algorithms that achieved SOTA performance. Enhanced translation accuracy through auxiliary learning and patent the concept.
Designed and implemented a ML-based recommendation system to predict courses likely to be purchased by both new and existing customers. Conducted a comprehensive EDA on customer data, leveraging multiple ML algorithms. Explored customer behavior and assessed the impact of advertising efforts. Skillfully managed feature engineering to optimize the performance.
Writing 25+ articles on Medium, providing the holistic introduction of system programming concept. Conduct hand-on developments for Linux system call and instruction using C programming language.
Writing 100+ articles on Medium, providing in-depth explanations of ML algorithms' theories. Implemented these algorithms from scratch, without reliance on ML toolkits, to ensure a strong foundational understanding.
Lecturing to over 300 incoming freshman students. Shared personal insights and experiences regarding major selection, double majors, minors, and the university's available resources, helping students make informed decisions about their academic paths.
Coordinated a chapter event attended by 300+ participants, including international scholars and esteemed guests.
Promote optical science and be the bridge between students and corporate. Organize the company visitation, research institute visitation, and professional lectures
build 10 eco-friendly toilets in Yunnan China Country Side.
Dance Choreographing for the winter session presentation.
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