About
Hi! I’m Zheng Li. Currently I’m a senior student majoring in Computer Science at University of Michigan, Ann Arbor. My research interest lies in Computer Network, Machine Learning and Human Computer Interaction. At University of Michigan, I’m fortunate to work as a research assistant in RobustNet Lab led by Professor Z. Morley Mao and SODA Lab led by Professor Jiasi Chen. I’m also pursuing a dual degree of Electrical and Computer Engineering at Shanghai Jiao Tong University, where I worked closely with Professor Pradeep Ray in the Center for Entrepreneurship. Click here to view my CV.
News
I was awarded with Wang Chu Chien-Wen Research Award recently. I will join SODA Lab advised by Professor Jiasi Chen from May 1st and the research scholarship will be used to support my project about Macheine Learning in summer.
Publication
Li, Zheng, Caiwei Chen, and Pradeep Kumar Ray. “Robotics for Autism- Robotic Technologies for ASD Treatment.” Asian Hospital & Healthcare Management.
Education
University of Michigan, Ann Arbor(Expected 2024)
B.S.E. Computer Science (Dual Degree)
Shanghai Jiao Tong University(Expected 2024)
B.S.E. Electrical and Computer Engineering (Dual Degree)
Research
Starlink Project @ RobustNet Lab, January 2023 - Present
Supervisor: Professor Z. Morley Mao
Reviewed current literatures about network system design of Low Earth Orbit satellites (LEO) and their advantages/disadvantages.
Developed a customized network performance measurement system that can measure basic network performance parameters including round trip time, throughput etc. for Starlink.
Implemented handover recognition algorithms for LEO handover problems based on round trip time and throughput measurements.
Implemented Satellite trajectory prediction using Kalman filter.
Robotics for Autism @ JI Centre for Entrepreneurship, July 2021 - August 2022
Supervisor: Professor Pradeep Ray
Constructed a low-cost autism diagnosis system using eye-tracking technologies based on computer vision.
Reviewed current robotic technologies used in Autism diagnosis and treatment and published a paper on AHHM based on the review.
Selected Project
Emotion Classifier for Reddit Post
Trained machine learning model to classify the emotions in Reddit posts.
Did feature engineering and used several different machine learning classifiers including LinearSVM, QuadraticSVM etc. to improve classification correctness. Finally improved the accuracy by 10% compared with the original basic LinearSVM model.
Dog Classifier
Trained machine learning model to classify different dog breeds.
Used Gradient-weighted Class Activation Mapping to visualize features used by CNN.
Applied transfer learning and data augmentation to improve classification correctness. Finally improved the accuracy by 12% compared with the original CNN model.
MiProxy
Built a Proxy that can handle video streaming requirements between multiple clients and servers.
Implemented adaptive bitrate selections for video streaming to minimize annoying buffering and improve user experience.
Realized distance based server selection using Dijkstra algorithm.
Static Router
Implemented a static router with basic router function like packet forwarding.
Implemented layer 2 and layer 3 protocols including ARP, ICMP, Ethernet etc.
SillyQL: A Simplified Query Language
Implemented a program that support basic SQL commands including insert, select, join, where etc.
Used hash map and binary searching tree to accelerate some commands’ execution.
Insta485: A Simulation Program for Instagram
Implemented a static site generator that can automatically produce HTML templates for static web pages.
Implemented an Instagram clone that has basic Instagram functions with server-side and client-side dynamic pages.
Map - Reduce Searching Engin
Created a segmented inverted index of web pages using a pipeline of MapReduce programs.
Built an Index server, a REST API app that returns search results in JSON format.
Built a scalable Search server with a user interface that returns search results like Google or Bing.
Professional Service
Software Engineer Intern, December 2021 - March 2022
TURINGO, Shanghai, China
Wrote testing programs for the laser routing programs.
Did research relates to RS-code, quantum encryption technology and light storage chips.
Teaching Assistant of Honor Physics (VP160), May 2022 - August 2022
Shanghai Jiao Tong University, Shanghai, China
Supervisor: Dr. Mateusz Krzyzosiak
Hosted weekly recitation classes, office hours and graded weekly assignments.
Designed problems for midterm and final exams.
Writing Consultant of JI Writing Center, September 2021 - Present
Shanghai Jiao Tong University, Shanghai, China
Supervisor: Dr. Amalia Jiva
Held consulting sessions to guide the students in JI to improve their essays and writing skills.
Led a group of writing consultants to provide embedded consulting services for the course VY200 (Academic Writing II).
Selected Coursework
Computer Network, Web System, Machine Learning, Computer Security, SQL and Databases, Data Structures and Algorithms, Intro to Computer Organization, Linear Algebra, Discrete Mathematics, Intro to Logic Design, Intro to Signals and Systems
Honor and Award
University of Michigan College of Engineering Dean’s Honor List, January 2023
SJTU Undergraduate Excellent Scholarship Class A(top 2%), November 2022
The Jackson and Muriel Lum Scholarship(top 3%), August 2022
The 2021 University Physics Competition Bronze Medal Winner, January 2022
The John Wu and Jane Sun Sunshine Scholarship, November 2021
UM-SJTU Joint Institute Student Development Scholarship, March 2021
Fun
Some of my other interests (outside of research!):
Travelling: I love travelling to different places and meeting different people and culture. I’ve been to more than half of the provinces in China (about 20).
Beetle: I’ve been breeding beetles for more than 10 years and I also have the experience of breeding reptiles.
Running: I’m a runner and I’ve won severl medals in Man’s 1500m and 800m back in high school days.
My hometown is Wenzhou, a city located at east of China. It is known as the cradle of mathematicians.
I did Physics and Mathematical Olympiad in high school.