Creator

Naoya Ito

Data Scientist at a global company | Builder of NI225 prediction systems

Python scikit-learn XGBoost GCP Docker Git FastAPI C English (Business)

Key Projects

NI225 Stock Price Prediction: End-to-end ML pipeline with fractional differentiation, base/meta model stacking, and Cloud Run deployment
Bosch Brake ECU Development: Real-time failure diagnosis & driving data analytics at a Tier-1 automotive supplier
Construction Project Delivery: Led 50+ residential projects with zero post-delivery defects through rigorous quality & communication management

Period	Role & Organization
2022 – 2024	Construction Project Manager OpenHouse Architect — supervised 50+ residential builds, zero defect handovers
2024 – 2026	Software Development Engineer Global automotive supplier (Bosch) — brake ECU fault diagnosis, driving data analytics; C & Python, English global teamwork
2026 – Present	Data Scientist Contributing as a team member on client-facing commissioned development and consulting projects, focusing on practical data analysis for business outcomes
Ongoing (self-study)	Independent ML Projects NI225 prediction app, Kaggle competitions, cloud deployment on GCP

Currently focused on quantitative workflows that bridge model research with real-world impact and business value.