Here is a virtual but warm greeting from Ziqiao, as you just came across his page!
Well, many of my non-Chinese friends found it hard to pronounce my Chinese name,
so...it's absolutely fine to just call me Martin alternatively.
I am a Senior student at the University of Michigan in
Computer Science
,
with a dual degree in
Electrical and Computer Engineering
at Shanghai Jiao Tong University.
I have a passionate interest in machine learning, especially machine learning on graph-structured data.
At the moment, I am intrigued by the studies of active learning, interpretability, and robustness on Graph Neural Network.
I am also actively exploring how state-of-the-art machine learning breakthroughs can play a role in enabled interdisciplines.
News
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[Temporary Update] Transcript for Fall 2020 is updated here for graduate school committee visiting this page.
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[Dec. 2020] I will be the Instructional Aide for EECS 492 Winter 2021, working with Professor Chai!
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[Aug. 2020] I moved my blogs here. Let me know what you want to see!
Experience
Education
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University of Michigan, Ann Arbor
B.S. in Computer Science || GPA: 4.00/4.00 || Sept. 2019 - Present
- Natural Language Processing (A+)
- Machine Learning (A+)
- Artificial Intelligence (A)
- Data Structure and Algorithms (A)
- Deep Learning for CV (A+)
- Computer Vision (A+)
- Numerical Analysis (A+)
- Matrix Theory (A+)
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Shanghai Jiao Tong University
B.S. in Electrical and Computer Engineering || GPA: 3.81/4.00 || Sept. 2017 - Present
- Programming and Data Structure (A)
- Logic Design (A)
- Discrete Mathematics (A)
- Honors Mathematics II-IV (A-, A, A-)
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Technische Universität Berlin
Winter Program || Jan. 2019 - Feb. 2019
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Chengdu Foreign Languages School
High School || Sept. 2011 - June 2017
Timeline
2020
May - August
📖 Teaching Assistant for Artificial Intelligence
(VE492 @ Shanghai Jiao Tong University)
- With Professor Paul Weng
May - August
📖 Teaching Assistant for Programming and Data Structure
(VE280 @ Shanghai Jiao Tong University)
- With Professor Paul Weng
January - Present
🔎 Research Assistant at
Liu Lab
(Medical School @ University of Michigan)
- Instructed by Professor Jie Liu
2019
May - August
📖 Teaching Assistant for Physics Lab I
(VP141 @ Shanghai Jiao Tong University)
- With Professor Mateusz Krzyzosiak
February - December
🔎 Research Assistant at
Acemap
(School of Electronic Information @ Shanghai Jiao Tong University)
- With Junjie Ou, instructed by Professor Xinbing Wang
February - May
📖 Teaching Assistant for Academic Writing II
(VY200 @ Shanghai Jiao Tong University)
- With Professor Ryan Thorpe
January - February
🏫 Winter Program @ Technische Universität Berlin
2018
September - December
📖 Teaching Assistant for Academic Writing I
(VY100 @ Shanghai Jiao Tong University)
- With Professor Ryan Thorpe
September
🏆 Awarded China National Scholarship,
issued by Ministry of Education of China
2017
December - January
📖 Volunteer Teaching Junior Mathematics
@ San He Junior High School, Luxi, Yunan
June
🎓 Graduated from high school :D
- Got 685/750 in The National College Entrance Examination.
Selected Projects
Research
GNN Prediction Interpretation: Spatial Cell Patterns of T2D Islets
[report: upon request][code]
- Instructed by Professor Jie Liu and Marcela Brissova.
- Redesign the GNN Explainer to perform label-wise explanation, validate the model on T2D islet samples and extract predictive spatial patterns.
Active learning on Graph Neural Network via Hierarchical Graph Partitioning
[code: upon request]
- Instructed by Professor Qiaozhu Mei.
- A practical active learning query strategy on Graph Neural Networks.
Correlational Information Utilization in Spatial Temporal GCN on Traffic Data
[code: synthetic][code: validation]
- Instructed by Professor Qiaozhu Mei.
- Confirm the incapability of GNNs to capture correlational information by synthetic simulation.
- Validate lower training loss of ST‐GCN on traffic data with gaussian copula loss.
Exception Handling in Autonomous Vehicles via Human Language Communication
[slides]
- Instructed by Professor Joyce Chai.
- Develop a smart interface that takes human interaction by language instructions and handle the exceptions in autonomous vehicles.
Courses
Towards More Knowledgeable Reasoning: Experiments on Natural Language Inference
[report][code]
- Final project of EECS 595: Natural Language Processing. Instructed by Professor Joyce Chai.
- Exploited external knowledge to perform NLI tasks including Question Answering, Conversation Entailment and Plausible Inference.
- Experimented on different finetuning strategies and utilized knowledge graphs for GCN-based reasoning.
Scalable and Diverse Neural Style Transfer with Generative Adversarial Networks
[report][slides][code]
- Final project of EECS 442: Computer Vision. Instructed by Professor Andrew Owens.
- Reproduced CycleGAN, StarGAN v1 and v2 for unpaired image translation.
- Evaluated them quantitatively on neural style transfer tasks with FID score.
Instagram MINI
[description][code: upon request]
- Project of EECS485: Web Systems. Instructed by Professor Andrew DeOrio
- A cloned client-side dynamic Instagram.
Glove Band
[report]
- Final Project of VG100, Intro to Engineering. Instructed by Professor Yanfeng Shen.
- A pair of multi-instrumental MIDI-controlling gloves.
Misc
- I was born and raised up in Chengdu, the home of pandas.
- I am proud of Chengdu Foreign Languages School, my high school, and identify myself as a CFLSer. 成外人永远不会成外人。
- My dream school during high school was The University of Hong Kong (HKU), yet I declined the offer of BSc(QFin) in pursuit of my engineering dream.
- I love literature and drama. I am particularly interested in Shakespeare's plays, ancient Chinese drama and modern Asian literature. Here is one of my essays about Cross-dressed Heroines in Comedies.
- I enjoyed travelling and have been to 12 countries. Maybe I have been to your hometown?
- I am a super fan of Nightwish.
My favourite album is Imaginaerum.
Mental Support
- I once suffered from serious depression but I am lucky enough to have recovered.
If you need any mental support, please feel free to send me an email.
Sometimes it is easier to share your feelings to a stranger.
Get In Touch
You are welcome to drop me a message :)
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Phone
734-545-9094
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marstin0607
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1137610417
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Address
1875 Lake Lila Ln.
Ann Arbor, MI 48105
United States