Data Science & ML

Jupyter & Google Colab

Jupyter notebooks, markdown, magic commands, Google Colab, GPU, ํ˜‘์—…, ๋ชจ๋ฒ” ์‚ฌ๋ก€

16 ๋ฉด์ ‘ ์งˆ๋ฌธยท
Junior
1

Jupyter notebook์ด๋ž€ ๋ฌด์—‡์ž…๋‹ˆ๊นŒ?

๋‹ต๋ณ€

Jupyter notebook์€ ์‹คํ–‰ ๊ฐ€๋Šฅํ•œ ์ฝ”๋“œ, ํ˜•์‹ํ™”๋œ ํ…์ŠคํŠธ(Markdown), ์‹œ๊ฐํ™” ๋ฐ ์ถœ๋ ฅ์„ ์›น ์ธํ„ฐํŽ˜์ด์Šค์—์„œ ๊ฒฐํ•ฉํ•œ ๋Œ€ํ™”ํ˜• ๋ฌธ์„œ์ž…๋‹ˆ๋‹ค. .ipynb(IPython Notebook) ํ˜•์‹์€ ์ฝ˜ํ…์ธ ๋ฅผ JSON์œผ๋กœ ์ €์žฅํ•˜์—ฌ ์ฝ”๋“œ์™€ ๊ฒฐ๊ณผ๋ฅผ ์‰ฝ๊ฒŒ ๊ณต์œ ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. Jupyter๋ผ๋Š” ์ด๋ฆ„์€ ์ฒ˜์Œ์— ์ง€์›๋˜์—ˆ๋˜ ์„ธ ๊ฐ€์ง€ ์–ธ์–ด์ธ Julia, Python, R์—์„œ ์œ ๋ž˜๋˜์—ˆ์Šต๋‹ˆ๋‹ค.

2

Jupyter notebook์˜ ๋‘ ๊ฐ€์ง€ ์ฃผ์š” ์…€ ์œ ํ˜•์€ ๋ฌด์—‡์ž…๋‹ˆ๊นŒ?

๋‹ต๋ณ€

Jupyter notebook์€ ์ฃผ๋กœ Python ์ฝ”๋“œ๋ฅผ ์‹คํ–‰ํ•˜๊ธฐ ์œ„ํ•œ Code ์…€๊ณผ ํ˜•์‹ํ™”๋œ ํ…์ŠคํŠธ๋ฅผ ์œ„ํ•œ Markdown ์…€์„ ํฌํ•จํ•ฉ๋‹ˆ๋‹ค. Code ์…€์€ ์ฝ”๋“œ๋ฅผ ์‹คํ–‰ํ•˜๊ณ  ๊ฒฐ๊ณผ๋ฅผ ์ง์ ‘ ํ‘œ์‹œํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. Markdown ์…€์€ ์ž‘์—…์„ ๋ฌธ์„œํ™”ํ•˜๊ธฐ ์œ„ํ•ด ์„œ์‹, ์ œ๋ชฉ, ๋ชฉ๋ก, ๋งํฌ ๋ฐ LaTeX ์ˆ˜์‹๊นŒ์ง€ ์ง€์›ํ•ฉ๋‹ˆ๋‹ค.

3

Jupyter notebook์—์„œ ์…€์„ ์‹คํ–‰ํ•˜๋Š” ๋ฐฉ๋ฒ•์€ ๋ฌด์—‡์ž…๋‹ˆ๊นŒ?

๋‹ต๋ณ€

Shift+Enter ๋‹จ์ถ•ํ‚ค๋Š” Jupyter์—์„œ ์…€์„ ์‹คํ–‰ํ•˜๋Š” ํ‘œ์ค€ ๋ฐฉ๋ฒ•์ž…๋‹ˆ๋‹ค. ์ด ๋‹จ์ถ•ํ‚ค๋Š” ํ™œ์„ฑ ์…€์„ ์‹คํ–‰ํ•˜๊ณ  ์ž๋™์œผ๋กœ ๋‹ค์Œ ์…€๋กœ ์ด๋™ํ•ฉ๋‹ˆ๋‹ค. Ctrl+Enter๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ์ด๋™ํ•˜์ง€ ์•Š๊ณ  ์‹คํ–‰ํ•˜๊ฑฐ๋‚˜ ๋„๊ตฌ ๋ชจ์Œ์˜ Run ๋ฒ„ํŠผ์„ ์‚ฌ์šฉํ•  ์ˆ˜๋„ ์žˆ์Šต๋‹ˆ๋‹ค. ์ด ๋‹จ์ถ•ํ‚ค๋“ค์€ Jupyter Notebook, JupyterLab ๋ฐ Google Colab์—์„œ ์ž‘๋™ํ•ฉ๋‹ˆ๋‹ค.

4

ํ•œ ์ค„์˜ ์ฝ”๋“œ ์‹คํ–‰ ์‹œ๊ฐ„์„ ์ธก์ •ํ•˜๋Š” magic command๋Š” ๋ฌด์—‡์ž…๋‹ˆ๊นŒ?

5

Jupyter์˜ Edit ๋ชจ๋“œ์™€ Command ๋ชจ๋“œ์˜ ์ฐจ์ด์ ์€ ๋ฌด์—‡์ž…๋‹ˆ๊นŒ?

+13 ๋ฉด์ ‘ ์งˆ๋ฌธ

๊ธฐํƒ€ Data Science & ML ๋ฉด์ ‘ ์ฃผ์ œ

Python ๊ธฐ์ดˆ

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Python ๋ฐ์ดํ„ฐ ๊ตฌ์กฐ

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Git ๊ธฐ์ดˆ

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18๊ฐœ ์งˆ๋ฌธ

SQL ๊ธฐ์ดˆ

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20๊ฐœ ์งˆ๋ฌธ

NumPy ๊ธฐ์ดˆ

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22๊ฐœ ์งˆ๋ฌธ

Pandas ๊ธฐ์ดˆ

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SQL Joins ๋ฐ ๊ณ ๊ธ‰ ์ฟผ๋ฆฌ

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Pandas ๊ณ ๊ธ‰

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24๊ฐœ ์งˆ๋ฌธ

Matplotlib & Seaborn์„ ํ™œ์šฉํ•œ ์‹œ๊ฐํ™”

Mid-Level
20๊ฐœ ์งˆ๋ฌธ

Plotly๋กœ ๋งŒ๋“œ๋Š” ์ธํ„ฐ๋ž™ํ‹ฐ๋ธŒ ์‹œ๊ฐํ™”

Mid-Level
18๊ฐœ ์งˆ๋ฌธ

๊ธฐ์ˆ  ํ†ต๊ณ„

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20๊ฐœ ์งˆ๋ฌธ

์ถ”๋ก  ํ†ต๊ณ„ํ•™

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24๊ฐœ ์งˆ๋ฌธ

Web Scraping

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18๊ฐœ ์งˆ๋ฌธ

BigQuery & Cloud Data

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18๊ฐœ ์งˆ๋ฌธ

Feature Engineering

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22๊ฐœ ์งˆ๋ฌธ

์ง€๋„ ๋จธ์‹ ๋Ÿฌ๋‹: ํšŒ๊ท€

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24๊ฐœ ์งˆ๋ฌธ

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Mid-Level
24๊ฐœ ์งˆ๋ฌธ

๊ฒฐ์ • ํŠธ๋ฆฌ ๋ฐ ์•™์ƒ๋ธ”

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24๊ฐœ ์งˆ๋ฌธ

๋น„์ง€๋„ ML

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22๊ฐœ ์งˆ๋ฌธ

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22๊ฐœ ์งˆ๋ฌธ

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22๊ฐœ ์งˆ๋ฌธ

Deep Learning ๊ธฐ์ดˆ

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24๊ฐœ ์งˆ๋ฌธ

TensorFlow & Keras

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22๊ฐœ ์งˆ๋ฌธ

CNN ๋ฐ ์ด๋ฏธ์ง€ ๋ถ„๋ฅ˜

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24๊ฐœ ์งˆ๋ฌธ

RNN ๋ฐ ์‹œํ€€์Šค

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22๊ฐœ ์งˆ๋ฌธ

Transformers ๋ฐ Attention

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24๊ฐœ ์งˆ๋ฌธ

NLP ๋ฐ Hugging Face

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GenAI ๋ฐ LangChain

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MLOps ๋ฐ ๋ฐฐํฌ

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๋‹ค์Œ ๋ฉด์ ‘์„ ์œ„ํ•ด Data Science & ML์„ ๋งˆ์Šคํ„ฐํ•˜์„ธ์š”

๋ชจ๋“  ์งˆ๋ฌธ, flashcards, ๊ธฐ์ˆ  ํ…Œ์ŠคํŠธ, ์ฝ”๋“œ ๋ฆฌ๋ทฐ ์—ฐ์Šต, ๋ฉด์ ‘ ์‹œ๋ฎฌ๋ ˆ์ดํ„ฐ์— ์ ‘๊ทผํ•˜์„ธ์š”.

๋ฌด๋ฃŒ๋กœ ์‹œ์ž‘ํ•˜๊ธฐ