Hi, This is Jingming Chen

Jingming Chen

👋 I'm a master's student at UIUC studying Computer Science with a bachelor's in Computer Science at NYU. I have experience with AI, machine learning, and full-stack web development. My research interests include natural language processing (NLP), computer vision (CV), and applications of machine learning and deep learning.

Experiences

Work Experience

May 2024 ~ July 2024

CSG Smart Science & Technology

May 2024 ~ July 2024Research Intern
  • Took ownership in researching, designing, and developing a comprehensive project from the ground up.
  • Built machine-learning models to generate forecasts of photovoltaic power output.
  • Extracted motion vectors from ground-based sky imaging to create ultra-short-term forecasts of cloud movement and power output.
  • Integrated forecasting models with the company’s energy management system to create a user-friendly GUI for visualizing power forecasts.
PyTorchTensorflowOpenCVPython

Projects

Sept 2022 ~ Dec 2024

Traffic Detection and Tracking Using HOG-SVM and Kalman Filter

Sept 2024 ~ Dec 2024University Project
  • Designed and implemented a hybrid pipeline combining Histogram of Oriented Gradients (HOG) for feature extraction and Support Vector Machine (SVM) for vehicle detection across diverse traffic scenarios.
  • Utilized Region of Interest (ROI) technique to focus detection on road lanes, reducing computational overhead and enhancing processing efficiency.
  • Incorporated Kalman Filters to stabilize and smooth bounding boxes across video frames, improving tracking accuracy under occlusion and motion blur conditions.
  • Applied heatmap filtering to consolidate overlapping detections, suppress false positives, and enhance detection reliability.
  • Evaluated the system on real-world datasets, achieving stable performance with 99% classification accuracy in vehicle detection.
PythonResearchTeamwork

Web Development and Network Programming

Sept 2022 ~ May 2024University Project
  • Developed multiple programs and websites weekly as part of academic coursework, focusing on diverse skill sets and tools for web development and network programming.
  • Each project focused on distinct skill sets, facilitating a comprehensive understanding of web development and network programming fundamentals, and enabling rapid adaptation to more complex projects.
  • Created live messaging systems based on serverside TCP and clientside front-end integration.
  • Developed web apps with both SQL and NoSQL database integrations and visualization.
  • Built 20+ other programs and web apps such as network protocol simulation and web-based minigames.
NodeJSPythonMySQLMongoDBLAMPExpress JSPHPHandlebars JS

Education

University of Illinois Urbana-Champaign

Aug 2024 ~ May 2026Master of Computer Science

GPA 4.0/4.0

  • Relevant courses: Natural Language Processing, Computer Vision, Machine Learning, Deep Learning, Data Mining

New York University

Sept 2020 ~ May 2024Major in Computer Science with honors; minors in Web Programming and Applications, and Business Studies

GPA 3.7/4.0

  • Honors: Dean’s List for Academic Year, Honors in Computer Science

Skills and Interests

Skills

  • Research
  • Artificial Intelligence
  • Machine Learning
  • Full-Stack Development

Programming Languages

  • Python
  • Java
  • JavaScript
  • HTML/CSS

Languages

  • English
  • Mandarin Chinese

Interests

  • Artificial Intelligence
  • Machine Learning
  • Deep Learning
  • Computer Vision
  • Natural language processing
  • Software and Full-Stack Development

Research Interests

  • Natural Language Processing
  • Computer Vision
  • Applications of Machine Learning and Deep Learning