Services
Research Fellow
US Food and Drug Administration
- Working with wearable sensors for gait assessment
Jan 2024 - Present
Graduate Research Assistant
University of Maryland Baltimore County
- Worked in a NSF-funded project to developed automated scalable building envelope monitoring techniques based on machine learning
- Developed novel thermal anomaly detection model to find the location and time of abnormal thermal variation over different indoor surfaces of building from longitudinal thermal images.
- Implemented a unsupervised temporal clustering model which provides customized thermal profile built surfaces and improves the cluster consistency for slowly evolving temperature data.
- Proposed LSTM-based approach to detect thermal condition changing events in inside built environment from temperature sensor data.
- Unsupervised multi-modal learning for thermal and humidity images (in progress).
Jan 2018 - Dec 2023
Data Science Intern
Financial Industry Regulatory Authority (FINRA)
- Worked on unsupervised anomaly detection in the VPC flowlog data from AWS services
- Developed unit tests for machine learning pipeline and explored data parallelism for faster training of deep learning model
May 2022 - Aug 2022
Academic Reviewer
- International Conference on Machine Learning and Applications (ICMLA), [2023]
- International Conference on Pervasive Computing and Communications (Percom), [2019, 2020, 2021, 2022]
- ACM Buildsys [2018, 2019]
- IEEE Internet of Things Journal [2021, 2022]
- International Conference on Body Sensor Networks (BSN), [2019]
- International Green and Sustainable Computing (IGSC), [2018]
- IEEE International Conference on Smart Computing (SMARTCOMP), [2018]
- Pervasive and Mobile Computing (PMC) Journal [2017]
- IEEE Life Sciences Conference [2017]
Teaching Experience
- Computer and Network Security
- Introduction to Information Systems
- Computer Programming II: Java
- Web Foundations
- Introduction to Spreadsheet Applications
- Programming III: C++
Software Engineer
Appdragon
- Developed website modules using PHP, SQL;
- Designed user interfaces with HTML, CSS, Javascript;
- Developed unit testing framework for smartphone API testing
July 2013 - Dec 2013
Software Engineer Intern
EATL
- Participated in DBMS designing for web development
- Website template designing
Jan 2012 - Dec 2012