Provide AI solutions for financial industry / Develop AI-powered digital human solutions· Build a knowledge graph from financial reports to indicate supply chain, competitors and other financial information of listed companies, helping banking industry form better investment strategies.· Build an explainable AI-based anti-money laundering system to reduce 90% false positive rate comparing to the existing system, increasing the efficiency of money laundering investigations.· Develop RAG-based chatbot based on private data from hospital, integrating automatic speech recognition and text-to-speech to provide health care education for patients and their family.· Develop a framework for digital human solution to easily integrate with LLM agent, ASR, TTS, computer vision and digital human function on edge device.· Participate in and support startup exhibitions in Taiwan, Japan and Singapore to showcase the diverse application of AI-powered digital human.

2022/02 - 2022/06Teaching Assistant of Data Analytics @Institute of Industrial Engineering2021/10 - 2022/01Teaching Assistant of Time Series Analytics @Institute of Industrial Engineering· Offer office hour to help class members with their homework and projects.

Develop algorithms to reduce cost in panel manufacturing process and quality monitoring· Achieve on average 12% difference between recall rate and test rate to reduce the cost of aging test by the model developed for panel fault detection.· Reduce the cost of rebuilding the fault detection model by developing an online learning model, which is capable of handling changing data distribution.

Develop algorithms to build new AI-based cloud products· Apply state-of-the-art statistical model and develop novel deep learning model structure to perform multi-step forecasts.· Design an interactive dashboard to visualize historical cloud usage and usage forecasts, andrecommend enterprises the best cloud service planning.

Teaching Assistant of Statistics @Department of Social Work· Instruct basic operation, statistical methods and data analytics/visualization with R.

Research Assistant @Department of Finance· Perform web scraping and build ETL pipelines to provide analytics-ready data.· Build/Maintain PEPs (Politically Exposed Persons) and accounting databases.