Sheng-Lien Lee Email & Phone Number

Taiwan

Texas, United States

• Optimized and automated an inefficient ETL pipeline using Python, cutting manual processing time from 20+ hours to under 10 seconds and streamlining preparation for labeling bounding boxes in Roboflow.• Trained two YOLO object detection models for distinct scenarios using TensorFlow on the Google Cloud Platform, enhancing model evaluation by visualizing testing results to gain deeper performance insights.

Rochester, New York, United States

• Implemented an audio classification pipeline using TensorFlow on the Google Cloud Platform, converting audio data into spectrograms and training a Convolutional Neural Network (CNN) for classification.• Conducted feature selection and exploratory data analysis using Python and medical research insights to identify key audio features, improving model accuracy from 63% to 90%.

Puli Township, Nantou, Taiwan

Led a team of three researchers in analyzing the impact of public sentiment on the stock market.• Constructed an automated data pipeline using Python, regular expressions, and the standard Twitter API, eliminating the need for a premium subscription, collecting over 1,000,000 tweets, and saving $5,000 annually. • Developed preprocessing steps for posts using natural language processing (NLP), regular expressions, and entity extraction, evaluating them through an A/B experiment, resulting in a 60% increase in sentiment analysis accuracy.• Identified trading factors significantly influenced by public sentiment through regression analysis and presented the research at the 2022 INFORMS Annual Meeting.

Puli Township, Nantou, Taiwan

Information Security Management Course• Instructed a hands-on lesson for 47 students on the implementation of E-mail Security Solution (Actalis SSL certificates) and Self-signed SSL Certificate for Apache in Windows & Ubuntu• Designed teaching material; tutor students based on personal experience of learning the subject

Taoyuan City, Taiwan

Developed an emergency medical service(EMS) data platform• Automated ETL process across medical and geographical data from 143 hospitals, 205 rescue units, and Google Maps into a database using Python, Selenium, Beautiful Soup, Google Maps API, and SQL.• Developed a web platform with interactive data dashboards to track historical emergency response events and related geographical information to optimize rescue strategies and routes, utilizing Tableau, SQL, PHP, and HTML. • Identified high-accident locations on street maps through visualization analysis of 770,000 spatial data points using the platform, assisting stakeholders in developing strategies for emergency resource allocation and enhancing road safety, which resulted in a 9/10 satisfaction rating.

Puli Township, Nantou, Taiwan

• Manage the whole dormitory of Dorm F, including the other two floor heads and all the residents.• Maintain the rules in the dormitory and deal with quarrels between residents.• Protect residents' rights and help them reflect the problem to the dormitory office.

Master Of Science - Ms, Data Science, 3.65

Activities and Societies: Vice President of Rochester Taiwanese Student Association

Bachelor Of Business Administration, Information Management, Gpa: 3.93/4.00

Activities and Societies: Member and lecturer of Artificial Intelligent Research Society & Transdisciplinary Learning Community |.