Starting in 2016, Chris Chien launched his journey of data science in a variety of industries. His current role is dedicated to the development of TinyML applications on PC and the enhancement of the AI model lifecycle, MLOps. From 2020 to 2022 in HP, he has issued 3 patents related to AI model data preprocessing and model evaluation. Also, his papers were accepted by DSKD in 2022, HP’s annual data science forum.
Not only in the PC industry, Chris Chien developed his first machine learning project in the intelligent transportation system (ITS). In 2017, his work in abnormal detection was implemented to monitor the quality of vehicle devices (VD). Also, the achievement of a time-series-based model provides predicted travel time for road users in Taoyuan City.
During his one-year study for the second master’s degree at the University of Sydney, Chris Chien enriched his machine learning skills in different domains including sports, finance, and chatbots. The capstone project he delivered in USYD demonstrated how to use the reinforcement learning model to consolidate a set of stock price prediction models and generate the trading strategy.

