プロフィール詳細

プロジェクトを作成

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Yohei O.に依頼

Japan

AI Bioinformatics & Time-Series Specialist (PhD, UTokyo) | Genomics, Predictive Modeling, Causal Analysis

プロフィール概要

I am a PhD candidate in Computer Science at the University of Tokyo, specializing in Machine Learning for Bioinformatics and Time-Series Modeling. My expertise focuses on developing advanced algorithms for complex biological and financial datasets, including: * Genomic and biomedical data modeling using deep learning and statistical approaches * Time-series forecasting and causal analysis for high-frequency financial and healthcare signals * Predictive modeling pipelines from raw data to deployable Python implementations * Translating cutting-edge academic research into robust, production-ready code I have worked on projects ranging from genome-based host–pathogen interaction modeling to financial time-series analysis for major institutional banking research collaborations. I can support clients with: * Bioinformatics and omics data analysis * Time-series prediction, anomaly detection, and causal inference * End-to-end machine learning model development in Python * Research consulting, experiment design, and technical literature synthesis My work combines mathematical rigor, reproducible engineering, and practical delivery, helping research teams and biotech/healthcare companies turn complex data into actionable insights.

専門分野

• ☆ Computational Biology
• ☆ Computer Science
• ☆ Data Analysis
• ☆ Deep Learning
• ☆ Financial Modeling
• ☆ Bioinformatics
• ☆ Gene & Protein Expression Analysis
• ☆ Structural Bioinformatics

サービス

• Writing
• Research
• Consulting
• Data & AI

Writing Technical Writing

Research Scientific and Technical Research

Consulting Scientific and Technical Consulting

Data & AI Predictive Modeling, Statistical Analysis, Algorithm Design-Non ML, Algorithm Design-ML, Data Visualization, Big Data Analytics, Data Mining, Data Processing

職務経験

Graduate Research Assistant / Research Assistant

The University of Tokyo, Hisano Lab, Mizuho Bank

2月 2025 - 現在

Graduate Research Assistant / Research Assistant

The University of Tokyo, Imoto Lab

4月 2023 - 現在

学歴

PhD in Computer Science

The University of Tokyo - Japan

4月 2023 - 現在

Masters in Computer Science

The University of Tokyo

4月 2021 - 3月 2023

認定資格

• 認定資格の詳細は未入力です。

出版物

CONFERENCE PROCEEDINGS

Yohei Okubo, Yao-zhong Zhang, Seiya Imoto (2025). Multi-Instance Contrastive Learning with Binomial K-Mers for Phage Host Interaction Prediction . 2025 13th International Conference on Bioinformatics and Computational Biology (ICBCB).