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👋👋 Hello there, I'm Jie Xu

1) Latent Representation

Nice to meet you!

I am a Chinese student pursuing a Ph.D. in Artificial Intelligence at Ajou University in Korea. Since September 2021, I have been working under the supervision of Prof. Wonjun Hwang. My research interests during my Ph.D. studies include neural network quantization and knowledge distillation, utilizing the Information Theoretic Learning approach for image analysis. Before this, I completed my B.E. degree in Telecommunications and an M.Sc. degree in Computer Engineering from Jeju National University in Korea in 2021. During my undergraduate studies, I received three Korean National Scholarships. And my Ph.D. research is supported by Brain Korea Ph.D. Scholarship.

My recent research interests: Uncertainty-aware Binary Neural Networks.

  1. Model Compression/Acceleration: Pruning, Low-rank Approximation, Knowledge Distillation and Neural Network Quantization.
  2. Image Related Tasks: Image Classification, Diffusion model.

Also, I am fond of mountaineering 🗻 and photography 📸. I have visited several mountains in my hometown, including 'Huang Shan - 黄山', 'Zi Peng Shan - 紫蓬山', and 'Xiao Bie Shan - 小别山', all located in Anhui Province. Besides, I have been to '한라산 - 汉拿山' three times on Jeju Island in South Korea.

wo(1)

Updates

Jan 2024: One paper on the quantization model is submitted to the IEEE SPL journal (JCR Q2, IF: 3.105).

2) Study by Coursera Course

  • Neural Networks and Deep Learning - - Andrew Ng, Kian Katanforoosh, Younes BensoudaMourri
  • Machine Learning - - Andrew Ng
  • Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization - - Andrew Ng
  • Fundamentals of Reinforcement Learning - - Martha White, Adam White
  • TinyML and Efficient Deep Learning - MIT 6s965-Fall 2022 open tutorial
  • TinyML and Efficient Deep Learning - MIT 6.5940-Fall 2023 open tutorial

3) Techniques

  • C++, Python, TensorFlow(a little), PyTorch, Matrix.
  • Web development, Android application, Web crawler, Recommendation System, QNN(quantization neural network), Computer Vision.

5) Languages

  • English Medium Level
  • Korean High Level
  • Chinese Mother tongue
  • My Chinese name: 徐桀

6) Building Fully Connected Layers

  • School Email: [email protected]
  • WeChat: kyen77-88_
  • Office: Ajou University, Paldal Hall, 913-2 room
  • 座右铭: 山景有千奇百怪,人亦同! MuaKissGIF
  • To be hard work, to be smarter! (请你最好绕过此间,不然后悔不已!)

Jie Xu's Projects

awesome-model-quantization icon awesome-model-quantization

A list of papers, docs, codes about model quantization. This repo is aimed to provide the info for model quantization research, we are continuously improving the project. Welcome to PR the works (papers, repositories) that are missed by the repo.

cvpods icon cvpods

All-in-one Toolbox for Computer Vision Research.

disco-pytorch icon disco-pytorch

Code for DisCo: Remedy Self-supervised Learning on Lightweight Models with Distilled Contrastive Learning

dive-into-dl-pytorch icon dive-into-dl-pytorch

本项目将《动手学深度学习》(Dive into Deep Learning)原书中的MXNet实现改为PyTorch实现。

external-attention-pytorch icon external-attention-pytorch

🍀 Pytorch implementation of various Attention Mechanisms, MLP, Re-parameter, Convolution, which is helpful to further understand papers.⭐⭐⭐

handson-ml2 icon handson-ml2

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.

leeml-notes icon leeml-notes

李宏毅《机器学习》笔记,在线阅读地址:https://datawhalechina.github.io/leeml-notes

youtransfer icon youtransfer

The simple but elegant self-hosted file transfer & sharing solution

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