
HARUYA UMEMOTO
AI Researcher
Biography
Haruya Umemoto studied computer science at university and graduate school, where he conducted research using machine learning and deep learning, with a focus on reinforcement learning and natural language processing (NLP). After completing his graduate studies, he joined an AI venture, where he led research and development centered on the NLP field, including large-scale language models and dialogue systems. He then served as the head of AI business at an IT startup, developing AI solutions for major manufacturing companies and launching new AI-driven businesses. He is currently the founder and CEO of Tripia Inc., driving business in the AI-powered travel and tourism DX field. He specializes in supporting research and development that leverages cutting-edge AI technology, and has broad expertise across IT in general, including front-end, back-end, and cloud, driving new service development from both technical and business perspectives.
Contact
Recently, I have been supporting the launch of generative AI projects and consulting. Please contact me from the Contact in the upper right corner. (If there is no response, it's possible that it might have been overlooked, so please contact me via X or LinkedIn.)
Skills
Language: Python, Dart, TypeScript, Rust, Go, C++, Java, JavaScript
Cloud: Google Cloud, Firebase, AWS, Azure
Framework: PyTorch, Docker, Flutter, React, Next.js, Terraform
Specialization: ML, DL, RL, NLP, Generative AI, Data analysis, Dialogue system
Prizes/Certifications
2023 - Ledge.ai CHALLENGE Generative AI Hackason Outstanding Award 2022 - GCP Professional Data Engineer 2020 - JSAI Outstanding Paper Award 2020 - Komoda Advanced Science Academic Award 2020 - The Highest Grade Point Award 2020 - Outstanding Presentation of Master Thesis Award 2017 - Data analysis&Simulation Hackason 2017 Second prise (SIG-DOCMAS) 2015 - Award of Aoyama gakuin University (Hack U 2015 at Aoyama gakuin University)
Career
2025/04, Tripia inc., CEO 2021/10, ML Engineer, TC3 2020/04, ML Engineer, Arithmer 2020/03, Graduated shcool of Aoyama gakuin university, Master of engineering 2018/08, Internship, Cookpad 2018/03, Aoyama gakuin University, Bachelor of engineering
Publications
Slides
- 【勉強会資料】全力解説!Transformer
- 【Cookpad Intern】レシピの分散表現を用いたアレンジ度の算出
- 【WSSIT2019】食材名の分散表現学習を用いた料理レシピの栄養推定手法
- 【WSSIT2018】料理レシピの分散表現を用いた代替食材の発見手法
- 【WSSIT2017】過去の変動に対する類似検索を用いた短時間USD/JPY為替レート予測
- 【研究室論文紹介】Distributed prioritized experience replay
- 【研究室論文紹介】Using an Artificial Financial Market for studying a Cryptocurrency Market
執筆した記事
- 【16万View✨】生成AIで会社の要件定義プロセスを100倍高速化した話
- AIプロジェクトは事前計画が大事!失敗しない進め方を解説
- 【インタビュー】AI開発プロジェクトを支援するサービスGigCometの開発背景に迫る!
- 【初心者向け】1時間で自分だけのAIチャットアプリを作ろう!〜クラウドデプロイ編〜
- 【初心者向け】1時間で自分だけのAIチャットアプリを作ろう!〜ローカルLLM編〜
- 【初心者向け】1時間で自分だけのAIチャットアプリを作ろう!〜基礎編〜
- 任意の解像度/アスペクト比の画像をそのまま入力できるTransformer「MUSIQ」解説!
- 【2023】爆速でGCPにリモートAI開発環境を構築する方法🔥