
I tested 5 ML algorithms across 7 datasets. The "best" one didn't exist.
A year-long master's thesis, a Python benchmarking tool, and seven evaluation metrics. The lesson wasn't which algorithm wins — it was why the question is wrong.
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Full-stack engineer focused on API & integration, AI & automation, and workforce-management platforms. M.Sc. Informatics & B.Sc. Computer Science, including a Data Science exchange semester in Barcelona. My background spans enterprise integrations, high-traffic public-sector systems, and modern web applications.
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A year-long master's thesis, a Python benchmarking tool, and seven evaluation metrics. The lesson wasn't which algorithm wins — it was why the question is wrong.

My bachelor's thesis pitted MySQL, PostgreSQL, and MongoDB against 100,000 JSON documents. The interesting question wasn't which won — it was where each one broke.
A short note on what this blog is for and what kind of writing to expect here.
Whether it's a new integration, an automation idea, or a quick question — I read every message.
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