Yin-Ching Lee
Undergraduate Researcher (BU Peac Lab) at Boston University Dept. of Electrical & Computer Engineering- Claim this Profile
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Bio
Experience
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Boston University Dept. of Electrical & Computer Engineering
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United States
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Higher Education
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1 - 100 Employee
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Undergraduate Researcher (BU Peac Lab)
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Feb 2023 - Present
- Engaged with the PeacLab as a UROP student, focusing on utilizing machine learning techniques to diagnose anomalous application runs in high-performance computing (HPC) systems - Mitigated the unsupervised learning model’s dependencies on the ratio of healthy training data, enhancing its adaptability for deployment in production system settings, given the uncertainty in the quantity of anomalies within the dataset - Explored alternative feature selection methods for unsupervised learning models, including Principal Feature Analysis - Employed the ML models on the real-world production system data sourced from the NERSC computing system - Deployed HPC Anomaly Website Suite through AWS service, showcased at the Design Automation Conference (DAC), and enabling public access to our supervised framework within the HPC community while facilitating experimentation with users’ own dataset Show less
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BU Spark!
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United States
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Education Administration Programs
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1 - 100 Employee
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Machine Learning Engineer
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Jan 2023 - May 2023
- Collaborated with Atfal Mafkoda, an organization that dedicates to reunite missing children with their families - Researched on a forensic facial aging project that help them discover missing Middle East children - Implemented Neural Networks for face matching algorithm to identify found children against the existing database - Performed image enhancement to improve image quality and develop a cGAN model for forensic face aging - Established a pipeline encompassing face detection, face cropping, image enhancement, frontalization, and facial aging - Honored with the Audience Choice Award at BU Spark! Demo Day Show less
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Boston University
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United States
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Higher Education
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700 & Above Employee
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Course Assistant
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Sep 2022 - Dec 2022
- Instructed 100+ students with inquiries per week, held 2 hours of office hour per week, graded 200+ assignments per week - Engaged in weekly meetings alongside 12+ staff members to collectively review solution clarifications - Instructed 100+ students with inquiries per week, held 2 hours of office hour per week, graded 200+ assignments per week - Engaged in weekly meetings alongside 12+ staff members to collectively review solution clarifications
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Yi-Yang Construction co., Ltd
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Changhua County, Taiwan, Taiwan
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Software Engineer Intern
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Jun 2022 - Aug 2022
- Developed a clock-in and leave-request app on Android and IOS using Flutter, with 80+ users - Executed the integration of face recognition functionality for user authentication using TensorFlow and Google ML Kit - Slashed weekly workloads by over 10 hours, curtailed costs to $100 per year, and streamlined the entire workflow encompassing clock-ins, data processing, and automated generation of monthly salary and penalty reports - Developed a clock-in and leave-request app on Android and IOS using Flutter, with 80+ users - Executed the integration of face recognition functionality for user authentication using TensorFlow and Google ML Kit - Slashed weekly workloads by over 10 hours, curtailed costs to $100 per year, and streamlined the entire workflow encompassing clock-ins, data processing, and automated generation of monthly salary and penalty reports
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Education
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Boston University
Bachelor of Arts - BA, Computer Science -
CodePath
Remote iOS Development Course, IOS Mobile Application Development