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  • 👋 Hi, I’m ZhiyuanLiu, one of general guy from 1.4 billion Chinese with common bachelor degree and master degree on processing.
  • 👀 I’m interested in Deep learning. More specifically, adversarial attack and defence, graph neural network and anomaly detection via GNN. l love making experiment on unknown things, however, hate being exposed to unexplainness of neural network. What a contradictory person！！！
  • 🌱 I’m currently focusing on GNN network for anomaly detection. And start working on a fusion model idea for detection.
  • 💞️ I’m looking to find a chance for a Ph.D degree, for where Singapore, HongKong and Other Europe country are token into considered.
  • 📫 Link me with https://liuyishou.netlify.app/ or email to [email protected]. Thank you !

Zhiyuan Liu's Projects

deep_steg icon deep_steg

深度学习 隐写术；使用神经网络以图藏图（NIPS2017），torch版本 paper：Hiding Images in Plain Sight:Deep Steganography https://papers.nips.cc/paper/2017/hash/838e8afb1ca34354ac209f53d90c3a43-Abstract.html

deepsec icon deepsec

DEEPSEC: A Uniform Platform for Security Analysis of Deep Learning Model

message_propagate icon message_propagate

A tutorial of Graph Neural Network, including PPT and ipynb file. We compared GNN with machine learning method SVM and classify neural network MLP. And analyse the different message propagate methods (like GCN, mean and sum) and the impact of the removal ratio of edges.

predict_repeat_buy icon predict_repeat_buy

A project to predict the repeat buy rate for Tianmao. The task is open for everyone in Tianci platform.

simple_data_analysis icon simple_data_analysis

A simple python application to analysis the review datas of a movie named 《飞驰人生》.

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