Research

Project 1: The Performance of ChatGPT in the Chinese National Civil Service Examination

Time: Jul 2024 - Present

Position: Research Team Leader; Model Test Manager

Project Background: To explore the "intelligence" level of ChatGPT and attempt to evaluate its cognitive ability through traditional intelligence tests

Project Responsibilities: To act as project sponsor and team leader

• Project management and Coordination: Fully responsible for all aspects of the project, ensuring that the project achieves its objectives as agreed. Coordinate and arrange the various work tasks of project members, and be responsible for the coordination and cooperation among them

• Quality Control: Responsible for overall project quality control, real-time monitoring of employee progress, and ensuring data meets requirements. And check and evaluate the data

• Progress Management: Responsible for preparing detailed monthly and weekly progress plans for the project based on the originally specified schedule goals, and supervising and inspecting relevant team members to strictly follow standardized procedures during the process

• Management of Testing Phase: Monitor testing progress, promptly solve problems encountered during testing, ensure testing quality and efficiency

• Data Management and Analysis: Responsible for data pre-processing and analysis processing of machine learning models, utilizing existing data or self built datasets to complete training tasks, and providing customized solutions according to business needs. Continuously exploring and applying new technologies and fields to improve data processing capabilities

• Problem Analysis and Resolution: Identify core issues through communication and quantitative methods, collect problems, and conduct brainstorming. Compare benchmarks, find the best practices in the industry, and continuously improve testing processes and methods

Project 2: Identification of salivary protein biomarkers for gastric cancer with Spleen Deficiency Syndrome

Time: Jun 2022 - Present

Position: Research Assistant

Project Background: To identify of salivary protein biomarkers for gastric cancer with Spleen Deficiency Syndrome; To develop a high-precision automated sewage detection machine for environmental pathogens

Publication: Zhanyan Liu; Jieren Liu; Runtao CHI; Jimao Mo; Lei Huang; Kaixin Luo; Guanlin Li; Yuanzhe Cai; Feijuan Huang; Zhengzhi Wu published ITRAQ and PRM-based quantitative saliva proteomics in gastric cancer: biomarker discovery on Nov 2024

Patent: A Saliva Protein Marker for Gastric Cancer Spleen Deficiency Syndrome and Its Detection Method and Application obtained the patent issued by the China National Intellectual Property Administration of the People’s Republic of China on Oct 12, 2021

Project 3: Development of a High-precision Automated Sewage Detection Machine for Environmental Pathogens

Time: Jun 2022 - Present

Position: Research Assistant

Project Background: To develop a system that integrates sewage collection, sewage detection, and pathogen data construction Library, build a virus inference platform, integrate data and model analysis with result display, and ultimately produce a high-precision automated sewage detection machine that can achieve miniaturization, intelligence, efficient, fast, and accurate pathogen environment detection

Project Responsibilities:

• Quick Grasp of Molecular Biology and Clinical Research Methodologies: Particularly helpful in the experimental design, data collection, and analysis phases; Attention to detail and innovative thinking help the team develop a novel detection method with substantial clinical potential

• Machine’s High-Precision Functionality Optimization: To ensuring accurate pathogen detection in complex environmental samples

• Strong Communication Skills with high flexibility as a Team Player: Enthusiasm for learning and commitment to achieving research goals; willing to assist others and often takes the initiative to propose innovative ideas Project Achievements: Environmental detection all-in-one machine won Guangdong Medical Award

Project 4: High-speed Network Laboratory of New York University, USA

Time: Sep 2023 - Dec 2023

Position: Research Assistant

Project Background: To quickly and efficiently monitor and analyze network traffic in a timely manner

Project Responsibilities: To improve algorithm speed and accurately monitor traffic

• Virtual Machine Configuration and Optimization: Responsible for setting up and configuring virtual machines in multiple regions, continuously optimizing the performance of virtual machine environments, monitoring the operational status of virtual machines, promptly identifying and resolving potential issues, and ensuring system stability

• Code Improvement and Testing: Conduct in-depth analysis of existing code, identify bottlenecks, and propose corresponding optimization solutions. Conduct comprehensive testing on the improved code and continuously monitor its performance

• SD-WAN Traffic Engineering: Responsible for the development of QoS measurement using EBPF language, collaborating to complete the development and testing of the QoS measurement module implemented in EBPF

• QoS Measurement and Performance Optimization: Refactor and optimize the QoS measurement module using EBPF language, reducing the latency of QoS measurement by 40%, ensuring stable and superior performance of the optimized QoS measurement function

Project 5: Cloud-based Online Bookstore

Time: May 2023 - June 2023

Position: Project Leader

Project Background: To build a public reading system for easier borrowing of e-books

Project Responsibilities: Responsible for the organization’s process and subsequent operation and maintenance

• Technical Selection and Implementation: Build an online bookstore on AWS, implementing RESTful API with Node.js, containerizing the web application with Docker and deploying the web application on ECS

• Data Storage Management: Set up an RDS MySQL database to store data and used S3 to store media files

• Payment and Authentication Integration: Integrate with the Stripe API for payment processing and use Cognito Identity for authenticating users with third-party accounts

• Monitoring and log management: A system operation dashboard created to monitor the system’s operating status and enable logging functionality based on CloudWatch

Project 6: Personal Content Server Setup

Time: Jan 2023 - Present

Position: Project Leader

Project Background: To better combine the courses I have learned, I set up my own server for practical operation

Project Responsibilities: Responsible for the progress of the project and subsequent operation and maintenance

• Requirement Analysis and Technology Selection: Responsible for formulating the plan, conducting project requirement analysis, reviewing and deciding on the technical solution of the technical solution

• Building Personal Website: Designing and developing a personal website realizing the display, update, and management of personal information, ensuring the stable operation of the website

• Building an Online Platform and Integrating with Payment System: Design and develop a platform, realizing functions, monitoring the transaction data, and making necessary adjustment

• Network Planning and SDN Implementation: Formulate network planning schemes according to needs, configuring and managing networks using SDN (Software Defined Network) technology

Project 7: Integrated system for self-service collection, management, and analysis of body fluids

Time: Mar 2021 - Sep 2021

Position: Research Assistance

Project Background: To provide users with an end-to-end self-service storage sample management system integrating insulation devices, sample collection software, and sample library management software

Project Responsibilities: Database development and testing

• Recruitment for clinical research: Search for knowledgeable and experienced clinical personnel in the market and industry, and popularize the original intention and purpose of this project

• Multi-group data integration platform Implement: To build one platform to solve all existing data; to build three layer sample data management and analysis service based on Saas, Paas and Iass; to build a stable big data storage and query platform

Project 8: Research on DNA2Vec Algorithm, China

Time: Jun 2021 - Aug 2021

Position: Research Assistance

Project Background: To provide consistent vector representation for use in the fields of bioinformatics and computational biology

Project Responsibilities: To apply dna2vec for various machine learning and natural language processing

• General Trends Evaluation in the related area: Examining competitors’s latest research developments, creating graphical data representations, and summarizing practical strategies for the team

• Practical Research Analysis: Transformed the information into well-structured charts and graphs, allowing for clearer visualization of various trends; Included own summaries and thoughtful opinions on the data, adding substantial value to the report

Project Achievements:

• The algorithm based on Node2Vec can train 3.6 4.5 times faster than the previous DNA2VEC algorithm. And as the data set grows, the time of our proposed algorithm will not increase

• Paper to be published “An Efficient Approach for Vector Presentation of DNA Sequence, DASFAA, 2022”