Experience

CStone Pharmaceuticals

• China
• Pharmaceutical Manufacturing
• 100 - 200 Employee

• Senior Scientist, Quantitative Systems Pharmacology

  • Jan 2022 - Present



Delta Electronics

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

• R&D Assistant Manager

  • Apr 2021 - Dec 2021

  Served as a team leader employing simulation and modeling to solve various kinds of problems involving different techniques and communicating results to audience with diverse backgrounds

• R&D Senior Supervisor

  • Oct 2019 - Apr 2021

  Responsibility: - Break down complex technical problems into components and plan for the technical demands for projects - Research and develop suitable technology for applications and motivate the team to solve the complex technical problems Selected projects: - Develop robot arms control policies based on deep learning/reinforcement learning combining with common control policies. Increase the speed and success rate of insertion by 20% - Developed a semi-supervised… Show more Responsibility: - Break down complex technical problems into components and plan for the technical demands for projects - Research and develop suitable technology for applications and motivate the team to solve the complex technical problems Selected projects: - Develop robot arms control policies based on deep learning/reinforcement learning combining with common control policies. Increase the speed and success rate of insertion by 20% - Developed a semi-supervised method and a deep learning-based method to detect anomalies in soldering videos. Achieved 90% accuracy using only a small amount of data

• R&D Principal Engineer

  • Jul 2016 - Oct 2019

  Responsibility: - Analyze data collected from the factories for optimization and develop models for enhancing sensors' capabilities - Research and implement new models and algorithms that are suitable for applications Selected projects: - Developed a deep learning-based image enhancement system to enhance the image resolution and brightness for fast machine vision-based positioning. A modified version is deployed and reduces the cost by 300k RMB/yr - Applied machine… Show more Responsibility: - Analyze data collected from the factories for optimization and develop models for enhancing sensors' capabilities - Research and implement new models and algorithms that are suitable for applications Selected projects: - Developed a deep learning-based image enhancement system to enhance the image resolution and brightness for fast machine vision-based positioning. A modified version is deployed and reduces the cost by 300k RMB/yr - Applied machine learning to data center power optimization. Built a simulator to perform sensitivity analysis and an anomaly detector to help clients gain insights into power optimization - Designed pipelines to analyze RFID signals. Developed algorithms to extract paths of the relative motion of tags up to centimeter-level accuracy



Udacity

• United States
• E-learning
• 700 & Above Employee

• Udacity Project Reviewer and Mentor

  • Dec 2017 - Jun 2021

  Provide Udacity Self-Driving Car and AI for Trading Nanodegree students with personalized feedback on their student projects to help them progress through their Udacity Nanodegree program. Provide Udacity Self-Driving Car and AI for Trading Nanodegree students with personalized feedback on their student projects to help them progress through their Udacity Nanodegree program.



Falcota Technology

• New Taipei City, Taiwan

• Data Analyst

  • Nov 2014 - May 2016

  - Developed social analytics tools to automatically collect and analyze Facebook fanpage, and built API to produce interactive charts and reports. - Built tools to extract data from multiple resources and stored the data into a SQL database. Speeded up the data collection process up to 10 times. - Developed analytics tools with machine learning models to analyze electrocardiography and the related data, and to help pre-screen sleep related disorders. Reduced 60% of sleep studies that… Show more - Developed social analytics tools to automatically collect and analyze Facebook fanpage, and built API to produce interactive charts and reports. - Built tools to extract data from multiple resources and stored the data into a SQL database. Speeded up the data collection process up to 10 times. - Developed analytics tools with machine learning models to analyze electrocardiography and the related data, and to help pre-screen sleep related disorders. Reduced 60% of sleep studies that were unnecessary. Show less - Developed social analytics tools to automatically collect and analyze Facebook fanpage, and built API to produce interactive charts and reports. - Built tools to extract data from multiple resources and stored the data into a SQL database. Speeded up the data collection process up to 10 times. - Developed analytics tools with machine learning models to analyze electrocardiography and the related data, and to help pre-screen sleep related disorders. Reduced 60% of sleep studies that… Show more - Developed social analytics tools to automatically collect and analyze Facebook fanpage, and built API to produce interactive charts and reports. - Built tools to extract data from multiple resources and stored the data into a SQL database. Speeded up the data collection process up to 10 times. - Developed analytics tools with machine learning models to analyze electrocardiography and the related data, and to help pre-screen sleep related disorders. Reduced 60% of sleep studies that were unnecessary. Show less



University of Waterloo

• Canada
• Higher Education
• 700 & Above Employee

• Teaching Assistant

  • Sep 2011 - Aug 2014

  - Performed demonstration and assisted students in experiments. - Assisted students in general physics via group tutoring - Mentored undergraduate students for their research projects. Guided students to utilize Monte Carlo simulation methods and problem-solving skills. - Performed demonstration and assisted students in experiments. - Assisted students in general physics via group tutoring - Mentored undergraduate students for their research projects. Guided students to utilize Monte Carlo simulation methods and problem-solving skills.