Ingrid holds a Bachelor’s degree in Mechanical Engineering from National Tsing Hua University and a Master’s degree in Bioengineering from Harvard University. Before joining APA, she worked as a software engineer at technology and finance firms, specializing in machine learning projects such as natural language processing (NLP), information extraction, sentiment analysis, and time-series modeling. Her current expertise focuses on patent applications for inventions involving artificial intelligence and machine learning.