Here I list my personal hobby projects and briefly summarize some of my work-related projects; for my full work history, see 👉🛠️ My Work Portfolio 👨🏻💻👈.
For academic projects, see 👉👨🔬 My Academic Portfolio 🔬👈.
💻 Own / Hobby Projects
See my public GitHub repositories.
🏠 Check smart relay status (repo)
Automated daily status checker for a Shelly smart relay — sends a push notification via ntfy.sh if the relay wasn’t active the previous day. Runs on a schedule with GitHub Actions.
🗄️ DBML-SSOT: AI-assisted data architecture and visualization (repo)
Single source of truth: A data architecture described as code in one place — readable by a human, safe for an AI agent to maintain.
📄 Single-source CV (repo)
Keep the whole CV in one YAML file and generate everything from it: the website CV page and multiple tailored, multilingual PDF CVs (full, one-page, ATS-friendly, project-focused) built with Typst. Includes an internal variant with real client names, and a job fit analysis with a coding agent. My own Work Portfolio and resume are generated with it.
🎓 AI DP-700 CertAssistant (repo)
AI-powered study assistant for the DP-700 (Fabric Data Engineer Associate) certification. Agents.md with guardrails and Microsoft Learn Fabric MCP server.
📚 LLM wiki
I have created two different LLM wiki templates that are maintained by an AI agent. A template for building a personal wiki. Another one is a template for academic researchers. The academic template is in real use for a narrative review paper on MEA analysis.
⚽ Kokoonpano-avustaja (repo | app)
Browser-based football team lineup planner — organize player positions and formations based on who’s available. No installation needed, runs directly in the browser.
⚽ Harjoitus-avustaja (repo)
Browser-based football practice planner. No installation needed, runs directly in the browser.
🍽️ Ruokasuunnittelija (repo | app)
Weekly meal planner for families — generates varied meal schedules, shopping lists, and recipe instructions. Works offline; optionally uses AI for meal suggestions.
✈️ Lupatodistus ulkomaanmatkalle (repo | app)
Fillable and printable guardian’s consent form for a child travelling abroad, based on the Finnish Ministry for Foreign Affairs guidance. Runs entirely in the browser; no data leaves the device.
🔍 📈 DatAnalyzer (MATLAB repo | Python repo)
Data analysis tool for field potential signals, originally built with MATLAB. A Python version (with DuckDB export and HTML reports) is under development. More details here.
🔬 O2-measurement-tools (repo)
MATLAB tools for oxygen measurement experiments in Professor Pasi Kallio’s Micro- and Nanosystems Research Group at TUNI. Includes measurement, calibration, data cropping, plotting, and analysis scripts.
📝 DocLaTex (repo)
Write LaTeX documents together with co-authors who use MS Word — combines PowerShell, Pandoc, LaTeX, Markdown. More details here.
🌡️ Plot Fluke Ti400 Thermal Images (repo)
MATLAB tool for plotting and analyzing thermal images from Fluke Ti400.
👨💻 Work Projects
See full details in Project section in My Work Portfolio.
🏭 Data Engineering Services | Heavy Machinery (NDA)
📅 Sep 2026 - Present
🚀 Role: Senior Data Engineer
🛠️ Tech Stack: Azure, Snowflake, Agile Data Engine (ADE)
🍏 Data Engineering Services | Food Industry (NDA)
📅 Apr 2026 - Aug 2026
🚀 Role: Lead Senior Data Engineer
🛠️ Tech Stack: Microsoft Fabric, Azure DevOps
🤖 GenAI Platform | Siili (In-house)
📅 Feb 2026 - Mar 2026
🚀 Role: Data & AI Engineer
🛠️ Tech Stack: Azure, Azure AI Search, Azure Data Factory, SharePoint
⚙️ GenAI Operational Accelerator | Solita (In-house)
📅 Sep 2025 - Jan 2026
🚀 Role: Tech Lead / GenAI Solutions Architect
🛠️ Tech Stack: Azure, Azure AI Search, Azure DevOps
⚡ Data Engineering Services | Energy Sector (NDA)
📅 Mar 2024 - Jun 2025
🚀 Role: Data Engineer
🛠️ Tech Stack: Databricks, PostgreSQL, Azure Data Factory
⚽ Data Engineering & Analytics | Football Association of Finland
📅 Aug 2023 - Dec 2024
🚀 Role: Data Engineer & Data Analyst
🛠️ Tech Stack: Azure, Azure Data Factory, MySQL
🏛️ Developing Machine Learning Capabilities | Public sector organization in Finland (NDA)
📅 May 2023 - Apr 2024
🚀 Role: Machine Learning Engineer and Data Scientist
🛠️ Tech Stack: Databricks, AutoML, Snowflake, SQL, Python & Spark
🔬 Academic Projects
More details here.
🧬 CoEBoC – Centre of Excellence in Body-on-Chip Research (2018 - 2025)
Academy of Finland funded project. My role: Postdoctoral Researcher and Vice-PI.
🫀 Human Spare Parts (2011 - 2019)
Business Finland funded project. My role: Doctoral Researcher.