[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M699GEFFH85N5KZ2WZAP5CB3":3,"skill-same:01M699GEFFH85N5KZ2WZAP5CB3":76},{"skillNo":4,"name":5,"nameZh":6,"description":6,"descriptionZh":6,"repositoryFullName":7,"ownerLogin":8,"ownerAvatarUrl":9,"ownerAccountNo":10,"ownerDisplayName":11,"repositoryNo":12,"starsCount":13,"licenseSpdxId":14,"licenseFileUrl":6,"sourceHtmlUrl":15,"categories":16,"keywords":17,"publishedAt":19,"linkOnly":20,"markdownContent":21,"markdownBody":22,"frontMatter":23,"refName":24,"commitSha":25,"skillDirectory":26,"forksCount":27,"repositoryHtmlUrl":28,"repositoryHomepageUrl":29,"ownerHtmlUrl":30,"ownerBlogUrl":31,"ownerDescription":32,"updatedAt":33,"install":34,"resources":47},"01M699GEFFH85N5KZ2WZAP5CB3","jupyter-notebook",null,"microsoft\u002Fai-agents-for-beginners","microsoft","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F6154722?v=4","01M698VYDXZ6JW5WH3CRV650R8","Microsoft","01M6998ZK2275KMJE6Y5SEA2X2",79423,"MIT","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fai-agents-for-beginners\u002Fblob\u002Fmain\u002Ftranslations\u002Fhr\u002F.agents\u002Fskills\u002Fjupyter-notebook\u002FSKILL.md",[],[18],"jupyter notebook","2026-11-10 10:12:30",false,"---\nname: jupyter-notebook\n---\n# Vještina za Jupyter Notebook\n\nKreirajte čiste, reproducibilne Jupyter bilježnice za dva primarna načina:\n\n- Eksperimenti i istraživačka analiza\n- Vodiči i nastavne radionice usmjerene na podučavanje\n\nDajte prednost uključenim predlošcima i pomoćnoj skripti za dosljednu strukturu i manje pogrešaka u JSON-u.\n\n## Kada koristiti\n- Kreirajte novu `.ipynb` bilježnicu iz početka.\n- Pretvorite grube bilješke ili skripte u strukturiranu bilježnicu.\n- Refaktorirajte postojeću bilježnicu kako bi bila reproduktivnija i lakša za pregled.\n- Izradite eksperimente ili vodiče koji će ih čitati ili ponovo pokretati druge osobe.\n\n## Stablo odluke\n- Ako je zahtjev istraživački, analitički ili vođen hipotezom, odaberite `experiment`.\n- Ako je zahtjev instruktivan, korak-po-korak ili namijenjen određenoj publici, odaberite `tutorial`.\n- Ako uređujete postojeću bilježnicu, tretirajte je kao refaktor: sačuvajte namjeru i poboljšajte strukturu.\n\n## Put vještine (postavite jednom)\n\n```bash\nexport CODEX_HOME=\"${CODEX_HOME:-$HOME\u002F.codex}\"\nexport JUPYTER_NOTEBOOK_CLI=\"$CODEX_HOME\u002Fskills\u002Fjupyter-notebook\u002Fscripts\u002Fnew_notebook.py\"\n```\n\nUser-scoped skills install under `$CODEX_HOME\u002Fskills` (default: `~\u002F.codex\u002Fskills`).\n\n## Radni tijek\n1. Lock the intent.\nIdentify the notebook kind: `experiment` or `tutorial`.\nCapture the objective, audience, and what \"done\" looks like.\n\n2. Scaffold from the template.\nUse the helper script to avoid hand-authoring raw notebook JSON.\n\n```bash\nuv run --python 3.12 python \"$JUPYTER_NOTEBOOK_CLI\" \\\n  --kind experiment \\\n  --title \"Compare prompt variants\" \\\n  --out output\u002Fjupyter-notebook\u002Fcompare-prompt-variants.ipynb\n```\n\n```bash\nuv run --python 3.12 python \"$JUPYTER_NOTEBOOK_CLI\" \\\n  --kind tutorial \\\n  --title \"Intro to embeddings\" \\\n  --out output\u002Fjupyter-notebook\u002Fintro-to-embeddings.ipynb\n```\n\n3. Fill the notebook with small, runnable steps.\nKeep each code cell focused on one step.\nAdd short markdown cells that explain the purpose and expected result.\nAvoid large, noisy outputs when a short summary works.\n\n4. Apply the right pattern.\nFor experiments, follow `references\u002Fexperiment-patterns.md`.\nFor tutorials, follow `references\u002Ftutorial-patterns.md`.\n\n5. Edit safely when working with existing notebooks.\nPreserve the notebook structure; avoid reordering cells unless it improves the top-to-bottom story.\nPrefer targeted edits over full rewrites.\nIf you must edit raw JSON, review `references\u002Fnotebook-structure.md` first.\n\n6. Validate the result.\nRun the notebook top-to-bottom when the environment allows.\nIf execution is not possible, say so explicitly and call out how to validate locally.\nUse the final pass checklist in `references\u002Fquality-checklist.md`.\n\n## Predlošci i pomoćna skripta\n- Templates live in `assets\u002Fexperiment-template.ipynb` and `assets\u002Ftutorial-template.ipynb`.\n- The helper script loads a template, updates the title cell, and writes a notebook.\n\nScript path:\n- `$JUPYTER_NOTEBOOK_CLI` (installed default: `$CODEX_HOME\u002Fskills\u002Fjupyter-notebook\u002Fscripts\u002Fnew_notebook.py`)\n\n## Privremene i izlazne konvencije\n- Use `tmp\u002Fjupyter-notebook\u002F` for intermediate files; delete when done.\n- Write final artifacts under `output\u002Fjupyter-notebook\u002F` when working in this repo.\n- Use stable, descriptive filenames (for example, `ablation-temperature.ipynb`).\n\n## Ovisnosti (instalirajte samo kad je potrebno)\nPrefer `uv` for dependency management.\n\nOptional Python packages for local notebook execution:\n\n```bash\nuv pip install jupyterlab ipykernel\n```\n\nThe bundled scaffold script uses only the Python standard library and does not require extra dependencies.\n\n## Okruženje\nNo required environment variables.\n\n## Karta referenci\n- `references\u002Fexperiment-patterns.md`: experiment structure and heuristics.\n- `references\u002Ftutorial-patterns.md`: tutorial structure and teaching flow.\n- `references\u002Fnotebook-structure.md`: notebook JSON shape and safe editing rules.\n- `references\u002Fquality-checklist.md`: final validation checklist.\n\n---\n\n\u003C!-- CO-OP TRANSLATOR DISCLAIMER START -->\nOdricanje odgovornosti:\nOvaj je dokument preveden pomoću AI usluge za prevođenje [Co-op Translator](https:\u002F\u002Fgithub.com\u002FAzure\u002Fco-op-translator). Iako nastojimo postići točnost, imajte na umu da automatski prijevodi mogu sadržavati pogreške ili netočnosti. Izvorni dokument na izvornom jeziku treba se smatrati mjerodavnim izvorom. Za kritične informacije preporučuje se profesionalni prijevod koji obavlja ljudski prevoditelj. Ne snosimo odgovornost za bilo kakve nesporazume ili pogrešna tumačenja koja proizlaze iz korištenja ovog prijevoda.\n\u003C!-- CO-OP TRANSLATOR DISCLAIMER END -->","# Vještina za Jupyter Notebook\n\nKreirajte čiste, reproducibilne Jupyter bilježnice za dva primarna načina:\n\n- Eksperimenti i istraživačka analiza\n- Vodiči i nastavne radionice usmjerene na podučavanje\n\nDajte prednost uključenim predlošcima i pomoćnoj skripti za dosljednu strukturu i manje pogrešaka u JSON-u.\n\n## Kada koristiti\n- Kreirajte novu `.ipynb` bilježnicu iz početka.\n- Pretvorite grube bilješke ili skripte u strukturiranu bilježnicu.\n- Refaktorirajte postojeću bilježnicu kako bi bila reproduktivnija i lakša za pregled.\n- Izradite eksperimente ili vodiče koji će ih čitati ili ponovo pokretati druge osobe.\n\n## Stablo odluke\n- Ako je zahtjev istraživački, analitički ili vođen hipotezom, odaberite `experiment`.\n- Ako je zahtjev instruktivan, korak-po-korak ili namijenjen određenoj publici, odaberite `tutorial`.\n- Ako uređujete postojeću bilježnicu, tretirajte je kao refaktor: sačuvajte namjeru i poboljšajte strukturu.\n\n## Put vještine (postavite jednom)\n\n```bash\nexport CODEX_HOME=\"${CODEX_HOME:-$HOME\u002F.codex}\"\nexport JUPYTER_NOTEBOOK_CLI=\"$CODEX_HOME\u002Fskills\u002Fjupyter-notebook\u002Fscripts\u002Fnew_notebook.py\"\n```\n\nUser-scoped skills install under `$CODEX_HOME\u002Fskills` (default: `~\u002F.codex\u002Fskills`).\n\n## Radni tijek\n1. Lock the intent.\nIdentify the notebook kind: `experiment` or `tutorial`.\nCapture the objective, audience, and what \"done\" looks like.\n\n2. Scaffold from the template.\nUse the helper script to avoid hand-authoring raw notebook JSON.\n\n```bash\nuv run --python 3.12 python \"$JUPYTER_NOTEBOOK_CLI\" \\\n  --kind experiment \\\n  --title \"Compare prompt variants\" \\\n  --out output\u002Fjupyter-notebook\u002Fcompare-prompt-variants.ipynb\n```\n\n```bash\nuv run --python 3.12 python \"$JUPYTER_NOTEBOOK_CLI\" \\\n  --kind tutorial \\\n  --title \"Intro to embeddings\" \\\n  --out output\u002Fjupyter-notebook\u002Fintro-to-embeddings.ipynb\n```\n\n3. Fill the notebook with small, runnable steps.\nKeep each code cell focused on one step.\nAdd short markdown cells that explain the purpose and expected result.\nAvoid large, noisy outputs when a short summary works.\n\n4. Apply the right pattern.\nFor experiments, follow `references\u002Fexperiment-patterns.md`.\nFor tutorials, follow `references\u002Ftutorial-patterns.md`.\n\n5. Edit safely when working with existing notebooks.\nPreserve the notebook structure; avoid reordering cells unless it improves the top-to-bottom story.\nPrefer targeted edits over full rewrites.\nIf you must edit raw JSON, review `references\u002Fnotebook-structure.md` first.\n\n6. Validate the result.\nRun the notebook top-to-bottom when the environment allows.\nIf execution is not possible, say so explicitly and call out how to validate locally.\nUse the final pass checklist in `references\u002Fquality-checklist.md`.\n\n## Predlošci i pomoćna skripta\n- Templates live in `assets\u002Fexperiment-template.ipynb` and `assets\u002Ftutorial-template.ipynb`.\n- The helper script loads a template, updates the title cell, and writes a notebook.\n\nScript path:\n- `$JUPYTER_NOTEBOOK_CLI` (installed default: `$CODEX_HOME\u002Fskills\u002Fjupyter-notebook\u002Fscripts\u002Fnew_notebook.py`)\n\n## Privremene i izlazne konvencije\n- Use `tmp\u002Fjupyter-notebook\u002F` for intermediate files; delete when done.\n- Write final artifacts under `output\u002Fjupyter-notebook\u002F` when working in this repo.\n- Use stable, descriptive filenames (for example, `ablation-temperature.ipynb`).\n\n## Ovisnosti (instalirajte samo kad je potrebno)\nPrefer `uv` for dependency management.\n\nOptional Python packages for local notebook execution:\n\n```bash\nuv pip install jupyterlab ipykernel\n```\n\nThe bundled scaffold script uses only the Python standard library and does not require extra dependencies.\n\n## Okruženje\nNo required environment variables.\n\n## Karta referenci\n- `references\u002Fexperiment-patterns.md`: experiment structure and heuristics.\n- `references\u002Ftutorial-patterns.md`: tutorial structure and teaching flow.\n- `references\u002Fnotebook-structure.md`: notebook JSON shape and safe editing rules.\n- `references\u002Fquality-checklist.md`: final validation checklist.\n\n---\n\n\u003C!-- CO-OP TRANSLATOR DISCLAIMER START -->\nOdricanje odgovornosti:\nOvaj je dokument preveden pomoću AI usluge za prevođenje [Co-op Translator](https:\u002F\u002Fgithub.com\u002FAzure\u002Fco-op-translator). Iako nastojimo postići točnost, imajte na umu da automatski prijevodi mogu sadržavati pogreške ili netočnosti. Izvorni dokument na izvornom jeziku treba se smatrati mjerodavnim izvorom. Za kritične informacije preporučuje se profesionalni prijevod koji obavlja ljudski prevoditelj. Ne snosimo odgovornost za bilo kakve nesporazume ili pogrešna tumačenja koja proizlaze iz korištenja ovog prijevoda.\n\u003C!-- CO-OP TRANSLATOR DISCLAIMER END -->",{"name":5},"main","f09e94ffe170f8af6d3db7c42987bbe4db227723","translations\u002Fhr\u002F.agents\u002Fskills\u002Fjupyter-notebook",26019,"https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fai-agents-for-beginners","https:\u002F\u002Faka.ms\u002Fai-agents-beginners","https:\u002F\u002Fgithub.com\u002Fmicrosoft","https:\u002F\u002Fopensource.microsoft.com","Open source projects and samples from Microsoft","2026-11-07 12:51:12",{"source":7,"skillName":5,"commands":35,"prompt":45,"zipAvailable":46},[36,39,42],{"tool":37,"command":38},"npx","npx skills add microsoft\u002Fai-agents-for-beginners --skill jupyter-notebook",{"tool":40,"command":41},"bunx","bunx skills add microsoft\u002Fai-agents-for-beginners --skill jupyter-notebook",{"tool":43,"command":44},"pnpm","pnpm dlx skills add microsoft\u002Fai-agents-for-beginners --skill 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`new_notebook.py` 來產生一個乾淨的起始筆記本。","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fai-agents-for-beginners\u002Fblob\u002Fmain\u002Ftranslations\u002Fzh-TW\u002F.agents\u002Fskills\u002Fjupyter-notebook\u002FSKILL.md",[],[18],{"skillNo":121,"name":122,"nameZh":6,"description":6,"descriptionZh":6,"repositoryFullName":7,"ownerLogin":8,"ownerAvatarUrl":9,"ownerAccountNo":10,"ownerDisplayName":11,"repositoryNo":12,"starsCount":13,"licenseSpdxId":14,"licenseFileUrl":6,"sourceHtmlUrl":123,"categories":124,"keywords":125,"publishedAt":19},"01M69A1Q8EXPWKZSQK69V6WF22","deploying-scalable-agents","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fai-agents-for-beginners\u002Fblob\u002Fmain\u002Ftranslations\u002Fzh-TW\u002F.agents\u002Fskills\u002Fdeploying-scalable-agents\u002FSKILL.md",[],[126],"deploying scalable 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