Experience
7+ years building production systems — from backend engineering to AI/ML.
Experience
2025 — PresentTokyo, Japan
Independent AI/ML Engineer
Independent
- Designing LLM-based applications including RAG pipelines and agent-style orchestration systems for structured task execution
- Exploring parameter-efficient fine-tuning approaches and structured evaluation strategies to improve reliability and cost efficiency
- Building intelligent automation workflows integrating LLMs with production APIs and real-time data sources
PythonPyTorchHugging FaceLangChainVector DBsMLflowDocker
2022 — 2024Tokyo, Japan
Senior AI/ML Engineer
BrainPad Inc.
- Delivered predictive modeling and analytics solutions for enterprise clients in retail and manufacturing industries
- Led end-to-end ML development including feature engineering, model selection, validation, and deployment coordination
- Standardized experiment tracking workflows using MLflow and supported production evaluation and retraining processes
- Provided guidance to junior engineers and participated in technical discussions with client stakeholders
LightGBMXGBoostTensorFlowMLflowAirflowAWS SageMakerDockerSQL
2019 — 2021Tokyo, Japan
AI/ML Engineer
ALBERT Inc.
- Built supervised learning models for demand forecasting and customer behavior prediction in retail and telecom sectors
- Developed Japanese-language NLP classification systems using transformer-based architectures
- Designed preprocessing workflows, engineered time-series features, and implemented cross-validation strategies
- Supported deployment by implementing lightweight inference APIs and integrating ML services into enterprise systems
PythonScikit-learnPyTorchHugging FacePandasSparkFastAPI
2017 — 2019Tokyo, Japan
Software Engineer
TIS Inc.
- Developed and maintained enterprise financial systems as a backend software engineer
- Implemented server-side modules using Java and Spring Framework, developed REST APIs and transaction processing systems
- Contributed to performance improvements through SQL optimization and restructuring of batch-processing workflows
JavaSpring FrameworkPostgreSQLOracle DBAWS EC2/S3GitLinux
Education
2015 — 2017
The University of Tokyo
Master of Science (M.S.), Information Science and Technology
GPA: 3.7 / 4.0
- Specialized in machine learning, statistical modeling, and computational data analysis
- Research focus on supervised learning under limited and imbalanced data conditions
- Comparative evaluation of classical ML and neural network models
2011 — 2015
The University of Tokyo
Bachelor of Science (B.S.), Computer Science
GPA: 3.6 / 4.0
- Built strong foundations in algorithms, systems programming, and software engineering
- Capstone project: predictive analytics system using SVM, Random Forest, and Logistic Regression
- Participated in university coding competitions and team-based software projects