Welcome to My Page!🖐️

Hello, I'm Atsuya. I am a graduate student specializing in Information and Communication Engineering.

About Me

Hi, 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

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

PyTorch

React

Next.js

Big Query

Docker

Singularity / Apptainer