Experience

Timeline Capital

• Taiwan
• Capital Markets
• 1 - 100 Employee

• Data scientist/Quantitative trader

  • Apr 2021 - Present



Foxconn

• Appliances, Electrical, and Electronics Manufacturing
• 700 & Above Employee

• Machine Learning Engineer - Chairman's Office

  • May 2019 - Apr 2021

  • 𝐂𝐨𝐧𝐝𝐮𝐜𝐭𝐞𝐝 𝐰𝐞𝐛 𝐬𝐜𝐫𝐚𝐩𝐢𝐧𝐠 𝐨𝐧 𝐧𝐞𝐰𝐬 𝐚𝐧𝐝 𝐬𝐨𝐜𝐢𝐚𝐥 𝐦𝐞𝐝𝐢𝐚 𝐰𝐞𝐛𝐬𝐢𝐭𝐞𝐬 to collect data for sentiment analysis and other data science projects • 𝐀𝐜𝐡𝐢𝐞𝐯𝐞𝐝 𝐚𝐧 𝐚𝐜𝐜𝐮𝐫𝐚𝐜𝐲 𝐨𝐟 92% 𝐨𝐧 𝐬𝐨𝐜𝐢𝐚𝐥 𝐦𝐞𝐝𝐢𝐚 𝐬𝐞𝐧𝐭𝐢𝐦𝐞𝐧𝐭 𝐚𝐧𝐚𝐥𝐲𝐬𝐢𝐬 by utilizing transformer models to extract sentiments by entities• 𝐈𝐦𝐩𝐫𝐨𝐯𝐞𝐝 𝐬𝐞𝐚𝐫𝐜𝐡 𝐩𝐞𝐫𝐟𝐨𝐫𝐦𝐚𝐧𝐜𝐞 𝐚𝐧𝐝 𝐢𝐧𝐜𝐫𝐞𝐚𝐬𝐞𝐝 𝐮𝐬𝐞𝐫 𝐬𝐚𝐭𝐢𝐬𝐟𝐚𝐜𝐭𝐢𝐨𝐧 by building API services using Elasticsearch search query for legal documents searching• 𝐈𝐦𝐩𝐫𝐨𝐯𝐞𝐝 𝐬𝐲𝐬𝐭𝐞𝐦 𝐬𝐭𝐚𝐛𝐢𝐥𝐢𝐭𝐲 𝐚𝐧𝐝 𝐟𝐚𝐬𝐭𝐞𝐫 𝐢𝐬𝐬𝐮𝐞 𝐫𝐞𝐬𝐨𝐥𝐮𝐭𝐢𝐨𝐧 by building APM server on Kibana for monitoring server status and application performance• 𝐃𝐞𝐯𝐞𝐥𝐨𝐩𝐞𝐝 𝐚𝐧𝐝 𝐞𝐱𝐞𝐜𝐮𝐭𝐞𝐝 𝐏𝐎𝐂𝐬 to demonstrate the value of solutions to potential client________________________________________________________________________________ Show less

• Data Scientist - IoT

  • Jan 2018 - May 2019

  • 𝐖𝐨𝐫𝐤𝐞𝐝 𝐜𝐥𝐨𝐬𝐞𝐥𝐲 𝐰𝐢𝐭𝐡 𝐜𝐥𝐢𝐞𝐧𝐭𝐬 to understand their business needs and develop data-driven solutions to address their challenges. • 𝐂𝐨𝐧𝐬𝐭𝐫𝐮𝐜𝐭𝐞𝐝 𝐝𝐚𝐭𝐚 𝐜𝐨𝐥𝐥𝐞𝐜𝐭𝐢𝐨𝐧 𝐟𝐥𝐨𝐰𝐬 from 0 to 1 by working with industrial automation and control engineers to extract, transform data for analysis• 𝐑𝐞𝐝𝐮𝐜𝐞𝐝 71% 𝐦𝐚𝐭𝐞𝐫𝐢𝐚𝐥 𝐜𝐨𝐬𝐭𝐬, 𝐡𝐮𝐦𝐚𝐧 𝐫𝐞𝐬𝐨𝐮𝐫𝐜𝐞 𝐜𝐨𝐬𝐭, 𝐚𝐧𝐝 𝐚𝐝𝐣𝐮𝐬𝐭𝐢𝐧𝐠 𝐭𝐢𝐦𝐞 𝐨𝐟 𝐦𝐚𝐜𝐡𝐢𝐧𝐞 𝐩𝐚𝐫𝐚𝐦𝐞𝐭𝐞𝐫𝐬 by comparing and implementing multiple ML and DL models. • 𝐃𝐢𝐬𝐜𝐨𝐯𝐞𝐫𝐞𝐝 𝐭𝐡𝐞 𝐦𝐚𝐢𝐧 𝐞𝐟𝐟𝐞𝐜𝐭 𝐨𝐟 𝐦𝐚𝐧𝐮𝐟𝐚𝐜𝐭𝐮𝐫𝐢𝐧𝐠 𝐩𝐫𝐨𝐜𝐞𝐬𝐬 𝐚𝐧𝐝 𝐢𝐝𝐞𝐧𝐭𝐢𝐟𝐲 𝐚𝐫𝐞𝐚𝐬 𝐟𝐨𝐫 𝐢𝐦𝐩𝐫𝐨𝐯𝐞𝐦𝐞𝐧𝐭 by conducting design of experiments(DOE) and utilizing statistical methods • 𝐂𝐨𝐦𝐦𝐮𝐧𝐢𝐜𝐚𝐭𝐞𝐝 𝐟𝐢𝐧𝐝𝐢𝐧𝐠𝐬 𝐭𝐨 𝐛𝐨𝐭𝐡 𝐭𝐞𝐜𝐡𝐧𝐢𝐜𝐚𝐥 𝐚𝐧𝐝 𝐧𝐨𝐧-𝐭𝐞𝐜𝐡𝐧𝐢𝐜𝐚𝐥 𝐚𝐮𝐝𝐢𝐞𝐧𝐜𝐞𝐬, including senior management and executives, using visualizations and clear explanations. • 𝐃𝐞𝐩𝐥𝐨𝐲𝐞𝐝 𝐭𝐡𝐞 𝐦𝐨𝐝𝐞𝐥 𝐨𝐧 𝐜𝐥𝐢𝐞𝐧𝐭 𝐬𝐢𝐝𝐞 for seamless integration with existing systems, ensuring scalability and reliability.________________________________________________________________________________ Show less



National Taiwan University

• Taiwan
• Higher Education
• 700 & Above Employee

• Graduate Teaching Assistant

  • Sep 2015 - Feb 2017

  • Made course materials and led practicums of Applied Biostatistics and R implementation • Provided supports of course discussions and assignments of R programming • Made course materials and led practicums of Applied Biostatistics and R implementation • Provided supports of course discussions and assignments of R programming