Yoshikazu Ikeda
Ikeda,Osaka-fu
Summary
Throughout my academic and internship experiences, I have been actively engaged in research and professional tasks. At university, my research focused on converting physical movements into natural language. Specifically, I developed a method to generate descriptive text from data about body joint positions and angles, captured through inertial sensors. This project has significantly enhanced my knowledge and practical skills in deep learning, particularly in natural language processing (NLP).
During my internship in a corporate environment, I worked as an AI Engineer/Data Scientist. I participated in multiple projects, conducting paper surveys, data analysis, and research activities. I focused especially on NLP, which aligns with my academic research interests.
As described, I possess strong knowledge and implementation skills in deep learning, specifically focusing on natural language processing.
Overview
2
2
years of professional experience
4
4
years of post-secondary education
Work history
Business developer, Engineer
株式会社ProPlace
Tokyo, Japan
02.2023 - Current
- Cultivated loyal, profitable customer relationships, asking open-ended questions to assess and cater to individual needs.
- Trained and assigned tasks to team members.
- Scheduled meetings to discuss the progress of projects and tasks.
- Conducted a research paper survey regarding technology implementation.
AI engineer, Data scientist
株式会社松尾研究所
Tokyo
04.2022 - 04.2023
- Extracted maximum value from existing data by analyzing that.
- Carried out code development in a collaborative setting to meet project requirements.
- Consulted with users and management to formulate guiding principles.
Education
Bachelor of Science - Deep learning, Natural language processing, Computer vision, Motion recognition, Motion capture
Osaka University
Toyonaka, Ōsaka 04.2018 - 03.2022
Master of Science - Deep learning, Natural language processing, Computer vision, Motion recognition, Motion capture
Osaka University
Toyonaka, Ōsaka 04.2022 -
Skills
- Data collection and analysis
- Data extraction
- Deep learning model implementation skills using Pytorch
- Natural language processing implementation skills using Transformer
- Extract latent expressions using VQ-VAE
Languages
Japanese
Native
English
Upper intermediate
Accomplishments
- *池田 愛和, 高野 渉, 言語知識の転移学習を通じた運動と言語の潜在構造の抽出, ロボティクス・メカトロニクス講演会, 2022
- *池田愛和, 高野 渉, 運動のベクトル量子化を通じた身体運動の自然言語への翻訳, 日本ロボット学会学術講演会, 2023
- *池田 愛和, 高野 渉, 身体運動の記号化と言語モデルによる人間行動の翻訳技術とその評価, 計測自動制御学会システムインテグレーション部門講演会, 2023
Timeline
Business developer, Engineer
株式会社ProPlace
02.2023 - Current
AI engineer, Data scientist
株式会社松尾研究所
04.2022 - 04.2023
Master of Science - Deep learning, Natural language processing, Computer vision, Motion recognition, Motion capture
Osaka University
04.2022 -
Bachelor of Science - Deep learning, Natural language processing, Computer vision, Motion recognition, Motion capture
Osaka University
04.2018 - 03.2022
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