3+ years of experience as a Data Scientist. Working with data analysis, machine learning, and data visualization in semiconductor or other technology fields.
E-mail: [email protected] Mobile: +886 922528072
2016 - 2018
Thesis: Constructing Multi-Classification Model for TFT-LCD
2011 - 2016
Sep 2018 - Present
Laptop Demand Forecast :
Use supply chain information, business sales behavior, and external information to develop feature engineering, construct sales forecasting models, predict weekly demand, and provide inventory warning information. Help the company save NTD 7 billion in inventory costs.
Employee Care System :
Collect employee attendance records and access control records, construct a variety of anomaly detection systems.
Jul 2017 - Aug 2017
Using R language to build algorithms to filter outlier data that may affect other variables due to time dependence, and find out event point.
The accuracy of this algorithm is as high as 94%, which can increase the accuracy of data analysis for the company and save 28% of the time for manual judgment.
Jul 2017 - Aug 2018
1. Using Python to construct an early warning model for predicting student performance in mid-semester.
2. Data analysis and automated report development.
Dec 2020 - Present
Analyze interesting NBA statistics through data visualization on Instagram.nba_knowledge_plus
Nov 2020 - Jan 2021
Collect student data on LinkedIn and build a career recommendation system. Help students see their future career development.
Sep 2017 - Jan 2018
Use insurance data to construct an insurance recommendation system and predict claims risk, the accuracy is higher than 93%.
Jul 2016 - Jun 2018
Using Python OPENCV for image processing and decision tree algorithm development. Uses Machine Inspection to replace Manual Inspection, which could help the company on saving labor costs and improve the accuracy of detection.
3+ years of experience as a Data Scientist. Working with data analysis, machine learning, and data visualization in semiconductor or other technology fields.
E-mail: [email protected] Mobile: +886 922528072
2016 - 2018
Thesis: Constructing Multi-Classification Model for TFT-LCD
2011 - 2016
Sep 2018 - Present
Laptop Demand Forecast :
Use supply chain information, business sales behavior, and external information to develop feature engineering, construct sales forecasting models, predict weekly demand, and provide inventory warning information. Help the company save NTD 7 billion in inventory costs.
Employee Care System :
Collect employee attendance records and access control records, construct a variety of anomaly detection systems.
Jul 2017 - Aug 2017
Using R language to build algorithms to filter outlier data that may affect other variables due to time dependence, and find out event point.
The accuracy of this algorithm is as high as 94%, which can increase the accuracy of data analysis for the company and save 28% of the time for manual judgment.
Jul 2017 - Aug 2018
1. Using Python to construct an early warning model for predicting student performance in mid-semester.
2. Data analysis and automated report development.
Dec 2020 - Present
Analyze interesting NBA statistics through data visualization on Instagram.nba_knowledge_plus
Nov 2020 - Jan 2021
Collect student data on LinkedIn and build a career recommendation system. Help students see their future career development.
Sep 2017 - Jan 2018
Use insurance data to construct an insurance recommendation system and predict claims risk, the accuracy is higher than 93%.
Jul 2016 - Jun 2018
Using Python OPENCV for image processing and decision tree algorithm development. Uses Machine Inspection to replace Manual Inspection, which could help the company on saving labor costs and improve the accuracy of detection.