Notes
Slow, opinionated essays on data engineering, machine learning and the parts of an analytics career that nobody puts on the slide.
2025
Why I'd rather build the same Redshift query twice
A defence of boring, idempotent ELT — why running the same SQL again on Monday morning should produce the same numbers, and what that costs to enforce in a real warehouse.
From RPA to data: notes from the in-between
What two years of automation work taught me before I moved to a data role — which lessons were portable, which were a trap, and what I'd tell a junior RPA developer eyeing the same move.
What U-Net taught me about reading MRI slices
Field notes from the TÜBİTAK-funded segmentation project. Less about architectures, more about the unglamorous decisions — normalisation, patch sampling, honest evaluation — that decide whether a Dice score means anything.
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