Industrial digitalisation · Real case
Panel de OF
Production orders on the line, without touching the ERP.
- Python
- SQL · Oracle
- HTML · CSS · JS
- BI Publisher
Predictive maintenance · Machine learning
Machine failure prediction
A three-layer system that detects a breakdown before it happens, using the signals the machine already produces.
- scikit-learn
- LightGBM
- Isolation Forest
- pandas
- Streamlit
Data visualisation · Web maps
Election observatories
Two sister websites that turn official results into interactive maps, for every election and territory, down to the census section.
Hauteskunde Behatokia is a solo project: data, design and development. On the Nations Electoral Observatory, development and design, directed by Ion Ansa Mendizabal.
- Python
- pandas
- MapLibre GL
- JavaScript
- GitHub Actions
- Playwright
Team project · Real client
AI agents for MITÜMI
An event-management platform with six AI agents: the AI proposes, a person approves.
My part: agent integration, API and deployment.
- Python
- Flask
- FastAPI
- PostgreSQL
- Docker
- Render
- Groq
Final project · Generative AI
JobScout
An AI agent for job hunting.
- Python
- ReAct
- Groq
- FastAPI
- React
- SQLite
Solo project · Exploratory data analysis
The climate of Euskal Herria
85 years of daily data in seven cities: how much has the climate changed?
- Python
- pandas
- Matplotlib
- Seaborn
- SciPy
- ERA5
More on GitHub
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Sudoku Solver
From a photo of a sudoku to its solution: it finds the board with YOLOv8, reads the digits with a CNN and compares three solving engines, one classic and two learned.
- YOLOv8
- OpenCV
- PyTorch
- Keras
- Streamlit
Career
Experience
2024 – 2025
Line Manager · Industrial manufacturer, Gipuzkoa
Machining and assembly line: 16 people, up to 23 at peak, over three shifts. Assembly output up by more than 10%, sustained while the team kept changing.
2020 – 2024
Workshop Manager · Ebakilan
Metal cutting, bending and pre-processing: 50 people over three shifts and more than 75 tonnes a day.
2018 – 2020
Technical Office Engineer · Ebakilan
Drove the digitalisation of the technical office during the pandemic: from paper files to PDF orders. Still in use six years later.
2016 – 2017
Quality & Cost Technician · Zegama Okindegia
A process-based cost-monitoring system (KPIs) and a new quality system.
2011 – 2015
City Councillor for Infrastructure & Urban Services · Donostia City Council
Second Deputy Mayor: around €70M a year and nearly 100 staff. Separate waste collection rose from 37% to 49%.
Education
2026
Data Science & Artificial Intelligence Bootcamp · The Bridge
2015 – 2016
Master's in Business Innovation & Project Management · Mondragon University
2016
CAPM · Certified Associate in Project Management · PMI
2004 – 2008
Technical Engineering in Industrial & Product Design · Mondragon University
Languages
Basque (EGA) and Spanish, native · advanced English (First Certificate; two years in Edinburgh)