Welcome to My Page!🖐️
Hello, I'm Atsuya. I am a graduate student specializing in Information and Communication Engineering.
Photo
About MeHi, my name is Atsuya Muramatsu. I am a graduate student of University of Tokyo!🐣 I am interested in machine learning, especially federated learning. Now I am studying security of distributed federated learning.
I have experience in machine learning with PyTorch and Web development with Next.js. Also, I have knowledge of data analysis and visualization with Big Query and Looker Studio. Currently, I'm working on Web frontend with Next.js and TypeScript during my internship.
My Research
Federated LearningMore
research
Federated learning (FL) is a Machine learning approach which enables multiple parties to collaboratively train a model while keeping their data locally.
Distributed system
edge machine learning
data privacy
WAFL-ViT
Transfer federated learning for fully decentralized environment with a real world image classification task.
See Research Paper
Personalization
Personalization method for fully decentralized FL situations.
See Research Paper
Security
TBD
My Skills
Python
JavaScript
TypeScript
SQL
C
PyTorch
React
Next.js
Big Query
Docker
Singularity / Apptainer