data-science-stack-cookiecutter

(β˜… 215)

πŸ³πŸ“ŠπŸ€“Cookiecutter template to launch an awesome dockerized Data Science toolstack (incl. Jupyster, Superset, Postgres, Minio, AirFlow & API Star)

파일 탐색기

μ΅œμ’… 버전 λ‹€μš΄λ‘œλ“œ (.zip)
  • architecture.png
  • cookiecutter.json
  • LICENSE
  • README.md

# μ„€μΉ˜ κ°€μ΄λ“œ

1. μ½”λ“œ λ‚΄λ €λ°›κΈ°
git clone https://github.com/jgoerner/data-science-stack-cookiecutter

κΉƒν—ˆλΈŒμ—μ„œ ν”„λ‘œμ νŠΈ μ½”λ“œ 전체λ₯Ό λ‚΄ μ»΄ν“¨ν„°λ‘œ λ‚΄λ €λ°›μŠ΅λ‹ˆλ‹€.

cd data-science-stack-cookiecutter

방금 내렀받은 ν”„λ‘œμ νŠΈ 폴더 μ•ˆμœΌλ‘œ μ΄λ™ν•©λ‹ˆλ‹€.

2. Docker

쉬움 μΆ”μ²œ
사전 μ€€λΉ„λ¬Ό
  • Git GitHubμ—μ„œ ν”„λ‘œμ νŠΈ μ½”λ“œλ₯Ό λ‚΄λ €λ°›μœΌλ €λ©΄ ν•„μš”ν•©λ‹ˆλ‹€.
  • Docker Desktop μ»¨ν…Œμ΄λ„ˆλ₯Ό λΉŒλ“œν•˜κ³  μ‹€ν–‰ν•˜λ €λ©΄ ν•„μš”ν•©λ‹ˆλ‹€. μ„€μΉ˜ ν›„ μ‹€ν–‰ν•΄μ„œ λ°±κ·ΈλΌμš΄λ“œμ— μΌœλ‘μ„Έμš”.
docker compose -f {{cookiecutter.project_name}}/docker-compose.yml up -d --build

compose μ„€μ • νŒŒμΌμ— μ •μ˜λœ μ„œλΉ„μŠ€λ“€μ„ λŒ€μƒμœΌλ‘œ λͺ…령을 μ‹€ν–‰ν•©λ‹ˆλ‹€.

βœ… 터미널에 docker compose ps λ₯Ό μž…λ ₯ν•΄ μ»¨ν…Œμ΄λ„ˆλ“€μ΄ Up μƒνƒœμΈμ§€ ν™•μΈν•˜μ„Έμš”. README에 포트 λ²ˆν˜Έκ°€ μ ν˜€μžˆλ‹€λ©΄ λΈŒλΌμš°μ €μ—μ„œ http://localhost:포트번호 둜 μ ‘μ†ν•΄λ³΄μ„Έμš”.

3. Python

쉬움
사전 μ€€λΉ„λ¬Ό
  • Git GitHubμ—μ„œ ν”„λ‘œμ νŠΈ μ½”λ“œλ₯Ό λ‚΄λ €λ°›μœΌλ €λ©΄ ν•„μš”ν•©λ‹ˆλ‹€.
  • Python 3 μ„€μΉ˜ μ‹œ 'Add Python to PATH' μ˜΅μ…˜μ„ κΌ­ μ²΄ν¬ν•˜μ„Έμš” (Windows).
⚠️ 이 ν”„λ‘œμ νŠΈλŠ” 규λͺ¨κ°€ 큰 μ €μž₯μ†ŒλΌ, 이 방법이 μ‹€μ œ 핡심 μ œν’ˆμ΄ μ•„λ‹ˆλΌ λ‚΄λΆ€ ν•˜μœ„ νŒ¨ν‚€μ§€λ₯Ό κ°€λ¦¬ν‚€λŠ” 것일 수 μžˆμŠ΅λ‹ˆλ‹€. README 전체λ₯Ό ν•¨κ»˜ ν™•μΈν•΄λ³΄μ„Έμš”.
pip install -r {{cookiecutter.project_name}}/shared/requirements.txt

requirements.txt 등에 λͺ…μ‹œλœ 파이썬 라이브러리λ₯Ό μ„€μΉ˜ν•©λ‹ˆλ‹€.

jupyter notebook

λΈŒλΌμš°μ €μ—μ„œ λ…ΈνŠΈλΆ(.ipynb) νŒŒμΌλ“€μ„ μ—΄λžŒν•˜κ³  μ‹€ν–‰ν•  수 μžˆλŠ” Jupyter 화면을 μΌ­λ‹ˆλ‹€.

βœ… μ—λŸ¬ λ©”μ‹œμ§€ 없이 μ‹€ν–‰λ˜κ³  터미널에 μ•ˆλ‚΄ 문ꡬ가 좜λ ₯되면 μ •μƒμž…λ‹ˆλ‹€.

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Gemini의 κ°•λ ₯ν•œ μ„±λŠ₯을 ν„°λ―Έλ„λ‘œ 직접 κ°€μ Έμ˜€λŠ” μ˜€ν”ˆ μ†ŒμŠ€ AI μ—μ΄μ „νŠΈμž…λ‹ˆλ‹€.

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SecListsλŠ” λ³΄μ•ˆ ν…ŒμŠ€ν„°μ˜ λ™λ°˜μžμž…λ‹ˆλ‹€. λ³΄μ•ˆ 진단 쀑에 μ‚¬μš©λ˜λŠ” λ‹€μ–‘ν•œ μœ ν˜•μ˜ λͺ©λ‘μ„ ν•œκ³³μ— λͺ¨μ•„λ‘” λͺ¨μŒμ§‘μž…λ‹ˆλ‹€. λͺ©λ‘ μœ ν˜•μ—λŠ” μ‚¬μš©μž 이름, λΉ„λ°€λ²ˆν˜Έ,

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