Automate your own task

P42.from-paper-to-notebook.04 · Audience: guest, language-pro, it-ml · Prerequisites: Find-and-replace across many lines

Find-and-replace across many lines Records: class vs dataclass vs namedtuple

LLM grading (this page):Real gradingOff — no LLM calls

You have automated three paper tasks — a word tally, a vocabulary table, and a find-and-replace across many lines. This last module is the point of the whole discipline: your own task. Bring a small thing you do by hand and repeat, and turn it into a notebook. There is no fixed right answer here — a gentle grader reads your reflection, and the bar is low on purpose.

Step 1 / 3 — Pick a task you already do by hand

ⓘ Concept: Something small, and repeated

Choose something from your own work: counting how often each term comes up in a transcript, building a bilingual glossary, cleaning up a messy word list, standardising one spelling across a document. The smaller and more repetitive, the better — repetition is exactly what a notebook removes.

Why it matters — The best first automation is a chore you already understand and repeat — you know exactly what it should do, so you can tell when the notebook gets it right.

Ask the mentor about this module

Ask a question about this content. The mentor explains and grounds its answer in what you are studying; asking is recorded as a learning signal, not a grade.

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🎓 Practice ladder

1 graded rung · ~12 min

Your turn: describe a manual task of your own — the paper way, the notebook way, and the payoff — in two or three short paragraphs, then press Submit. A gentle grader reads it; there is no code to run.

Project — automate your own task

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Data Modelling · P28

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