About me

Hayahide YAMAGISHI

• Researcher of natural language processing @ Money Forward, Inc.

Research Interests

• Natural Language Processing
• Machine Learing / Deep Learning

Experiences

Works

• 2022-04 - present: NLP Engineer & Researcher @ Money Forward, Inc. (Developing Fintech SaaS)
• 2019-04 - 2022-03: ML Researcher @ Fuji Xerox Corp. (now known as “FUJIFILM Business Innovation Corp.”; Manufacturer of multifunctional printer.)
  • 2020-11 - 2022-03: IT Engineer @ FUJIFILM Corp. (Manufacturer of camera and film products (as a secondee)).

Other Works

• 2023-01 - 2024-12: Planning board committee @ JSAI (the Japanese Society for AI)
• 2017-04 - 2019-03: Research Assistant @ Komachi Lab.
• 2017-09: Mirai Translate, Inc.

Education

• M.E., March 2019
  Graduate School of System Design, Tokyo Metropolitan University
  Supervisor: Mamoru Komachi
• B.E., March 2017
  Faculty of System Design, Tokyo Metropolitan University
  Supervisor: Mamoru Komachi

Award

• 2023-08: Hackathon Committee’s award of Generative AI hackathon @ NLP Young Researcher’s Symposium
• 2019-10: Best Student Paper of PACLING 2019
  • Improving Context-aware Neural Machine Translation with Target-side Context

Teaching Assistant / Research Assistant

• 2018-04 - 2019-03: Mentor for 2018’s newcomers in Komachi Lab.
• 2018-04 - 2018-06: Deep Learning for Natural Language Processing.
• 2017-04 - 2018-03: Mentor for 2017’s newcomers in Komachi Lab.
• 2017-04 - 2017-06: Python for Natural Language Processing. [Drill] [Code]

Skills

Machine Learning & Data Science

• Natural Language Processing
  • Machine translation using deep learning (RNN or Transformer)
  • Document Searching algorithm using word embedding or bag-of-words (BERT, word2vec, TFIDF)
  • API developping using Flask or Elasticsearch
• Computer Vision
  • Image processing using OpenCV
  • Image classification using pretrained architectures like ResNet
• Deep Learning
  • Pytorch, Transformers
• Others
  • Basic data science using numpy, pandas, scikit-learn
  • Graph processing using NetworkX

Development

• Language
  • Python3.x
  • JavaScript (React)
• OS:
  • Ubuntu Linux
  • Mac OS X
• Editor
  • VSCord
  • vim

Language

• Japanese（Native）
• English（TOEIC: 800）