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Biography
Biography
I am a Master’s student in Information Management at National Central University, specializing in AI model architecture and application development. My achievements include Best Paper Awards at ICIM 2024 and IEEE ICKII 2024, a research grant from the NSTC, and second-place finishes in the AIoT Smart Care Competition and Big Data Precision Marketing Cup.
I collaborated with the Industrial Technology Research Institute (ITRI) to address data scarcity and class imbalance by implementing specialized AI modeling techniques. Currently, I am engaged in an industry-academia collaboration with Mega Financial Holding, where I am developing models to analyze the predictability and persistence of Stochastic Dominance.
我是中央大學資管碩士生，專長為 AI 模型架構設計與應用開發。曾獲 ICIM 2024 與 IEEE ICKII 2024 最佳論文獎、國科會大專學生研究計畫補助，以及創創 AIoT 競賽與大數據精準行銷盃第二名。
我曾與工業技術研究院合作，運用 AI 建模技術解決數據稀疏與類別不平衡的挑戰。目前，我正參與兆豐金控的產學合作計畫，致力於開發量化模型以研究隨機優佔的可預測性與持續性。
Education background
Master: Department of Information Management, National Central University, 2025-
Bachelor: Department of Information Management, National Yunlin University of Science and Technology , 2021-2025
Professional Achievements
Professional Achievements
Best Paper Award, ICIM 2024
(International Conference on Information Management)
ICIM 2024 國際資訊管理研討會 - 最佳論文獎
Best Paper Award, IEEE ICKII 2024
(International Conference on Knowledge Innovation and Invention)
IEEE ICKII 2024 國際會議 - 最佳論文獎
Second Place & Corporate Award, The 6th AIoT Smart Care Competition
第 6 屆創創 AIoT 智慧照護競賽 - 第二名 & 企業獎
Second Place, The 4th Big Data Precision Marketing Cup
第四屆大數據精準行銷盃競賽 - 第二名
Honorable Mention (AI Application Category), The 18th Digital Signal Processing Creative Design Contest
第 18 屆數位訊號處理創思競賽 - AI 應用組佳作
8th Place (Central Region), The 20th Campus Securities Investment Wisdom King Contest
第 20 屆校園證券投資智慧王中區 - 第八名
Research Grant, Undergraduate Research Program, National Science and Technology Council (NSTC)
國科會大專學生研究計畫 - 核定通過
Paper Presentation, IEEE ICCE 2025
(International Conference on Consumer Electronics)
IEEE ICCE 2025 國際研討會 - 論文發表
Paper Presentation, The 14th Conference on Web Intelligence and Applications (NCWIA)
第十四屆網路智能與應用研討會 - 論文發表
Teaching Assistant (TA) for Python Course, National Central University (NCU)
中央大學 Python 課程助教
Projects
Projects
AI-Based Base Running Motion Analysis
Chang Jung Christian University (CJCU)
長榮大學 - 跑壘動作 AI 分析
Development of AI LINE Bot
Allied Communications Co., Ltd.
詮意通企業社 - 詮意通 AI LINE 機器人
Imbalanced Data Handling and AI Model Application for Metal Surface Defect Detection
Industrial Technology Research Institute (ITRI)
工業技術研究院 - 金屬表面瑕疵檢測中的不平衡資料處理與 AI 模型應用
Predictability and Persistence of Stochastic Dominance: Utilizing Stock Characteristics and Option-Implied Information
Mega Financial Holding Co., Ltd. (Ongoing)
兆豐金融控股股份有限公司 - 隨機優佔的可預測性及持續性：運用股票特徵及選擇權隱含資訊 (進行中)
Expertise
Expertise
Artificial Intelligence
Machine Learning, Deep Learning, Reinforcement Learning
Data Science & Analytics
Data Science, Feature Engineering, Data Mining, Big Data Analytics, Business Intelligence
Tools & Frameworks
Python, R, TensorFlow, PyTorch, Scikit-learn, NumPy, Pandas
Database & Visualization
MySQL, Power BI
Personal Interests
Personal Interests
Exploring New Frontiers
Running
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