Projects

For more projects of mine, you can visit my Github repositories.

FedMoLLM: End-to-End Federated Learning for Cross-Modality Generation in MM-LLM

Sicheng Zhao, Yuchen Zhou

Tsinghua University • School of Information Science and Technology • BNRist

Overview: This research project is aimed at preposing a end-to-end federated pre-training framework, FedMoLLM, to address privacy issues while training a MM-LLM for cross-modality reasoning and mainly generation tasks. It is still updating...

Keywords: Research, Python, DeepSpeed, Multimodal, LLM, Privacy, Federated Learning, Meta Learning

Outcomes: [Demo] [Paper] [Code]

MIT: A intuitive tutor for mathematics reasoning

Yuchen Zhou, Jialiang Xie, Lifeng Hua, Yinhui Liu, Xiwen Huang, Linfeng Fan, Caoyang Zhang

Blended Learning • Deep Learning for Computer vision – Microsoft Project

Overview: This project is aimed at providing transparent illustrations in both concrete and abstract examples of mathematical and scientific concepts for research purposes or spreading knowledge. It is still updating...

Keywords: Research, AI4Sci, Python, Multimodal, LLM, Diffusion, RLHF

Outcomes: [Demo] [Poster] [Code]

Defending Against Backdoor Attacks on Deep Neural Networks by Meta Backdoor Analysis

Tongxi Wu, Yafei Hu, Xiaoyang Ji, Yuchen Zhou, Han Jiang

Nankai University • College of Cyber Science

Overview: This research project is aimed at proposing a defense system, Meta Backdoor Defense System (MBDS), for detecting backdoor attacks in deep neural networks. Unlike traditional methods, MBDS does not rely on assumptions about the attacker’s strategies. Instead, it requires only black-box access to the target model.

Keywords: Research, Python, AI Security, Backdoor Defense, DNN

Outcomes: [Paper] [Code]

Database System 2023: An Intelligent DBMS for Premier League

Yuchen Zhou

Nankai University • College of Cyber Science

Overview: The final project of this course is an intelligent DBMS for Premier League. It includes three simulational modes for coaches, club managers, and FA additional intelligent functions. It is still updating...

Keywords: DBMS, JAVA, MySQL, JDBC, Machine Learning, Intelligent System

Outcomes: [Demo] [Report] [Code]

Spatio-temporal analysis of big data population migration patterns

Yuchen Zhou, Xiaoyang Ji, Haofu Yang, Qipeng Wang

Big Data Department • Chinasoft International

Overview: This project was during my internship in Chinasoft International. It aims to provide a comprehensive data distributed storage, analytics, and visualization of migration patterns (four million records) in China.

Keywords: Big Data, Hadoop, Hive, SQL, Spring Boot, ECharts, Migration Patterns

Outcomes: [Demo] [Slides] [Code]

Internet Database Development 2023: NukeClear Vision

Yuchen Zhou, Xiaoyang Ji, Tongxi Wu, Yafei Hu

Nankai University • College of Cyber Science

Overview: The final project of this course is developing a website aimed at raising awareness about the dangers of nuclear pollution. The goal is to educate the public on the severity of nuclear pollution and promote actions to reduce its impact.

Keywords: Web Development, Yii2, HTML&CSS, SQL

Outcomes: [Demo] [Report] [Code]

Software Engineering 2024: Smart Fishery Monitoring System

Yuchen Zhou, Mingjie Qi, Haofu Yang, Wenfei Xie, Jing Wu

Nankai University • College of Cyber Science

Overview: The final project of this course is developing a smart fishery monitoring system to help help famers monitor the fishery resources and equipments in real-time and analyze the fishery data. It also includes intelligent functions like object recognition and chatbot.

Keywords: Software Engineering, Web Development, Python, FastAPI, YOLO, SQL, HTML&CSS

Outcomes: [Demo] [Report] [Code1] [Code2]

High Level Language Program Design 2-2 2022: Gold Miner

Yuchen Zhou

Nankai University • College of Cyber Science

Overview: The final project of this course is developing a classic game called Gold Miner. The game includes various levels of difficulty, different types of gold and stones, and special items to help players.

Keywords: Game Design, Gold Miner, C++, QT, GUI

Outcomes: [Demo] [Code]

Java Language And Its Applicaiton 2023: GoBang Final

Yuchen Zhou

Nankai University • College of Cyber Science

Overview: The final project of this course is developing and extending a Gobang game. The game includes various modes of play, such as PVP and PVE. It also includes a Chatroom for players to communicate with each other and different sound effects.

Keywords: Game Design, Gobang, JAVA, MVC, GUI

Outcomes: [Demo] [Report] [Code]

Big Data Visualization Fundamentals 2024: My Love for Football

Yuchen Zhou

Nankai University • College of Cyber Science

Overview: The final project of this course is developing a comprehensive visualization on any topics using Python and available tools. I utlized Flourish and Python to visualize 3 million football-related records from Kaggle, including diverse interactive and dynamic maps.

Keywords: Flourish, Kaggle, Data Visualization, Football

Outcomes: [Demo] [Presentation] [Slides] [Code]

To be continue …