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Computer Science/Python

[Python] ํŒŒ์ด์ฌ ๋…ํ•™ ์ž๋ฃŒ ์ •๋ฆฌ

by rnasterofmysea 2025. 3. 1.
๋ฐ˜์‘ํ˜•

๐Ÿš€ Intro

์ปดํ“จํ„ฐ ์ „๊ณต ์กธ์—…์ƒ์œผ๋กœ ํŒŒ์ด์ฌ์„ ๋…ํ•™ํ•˜๋ฉด์„œ ์ฐธ๊ณ ํ–ˆ๋˜ ์„œ์ ๊ณผ ๋งํฌ๋ฅผ ๊ณต์œ ํ•ฉ๋‹ˆ๋‹ค.

ํŠนํžˆ ์ฝ”๋”ฉํ•™์›์—์„œ ํŒŒํŠธํƒ€์ž„ ๊ฐ•์‚ฌ๋กœ ์ผํ•˜๋ฉด์„œ ํ•ด๋‹น ์ž๋ฃŒ๋“ค์„ ํ†ตํ•ด ์ดˆ,์ค‘,๊ณ ๋ฅผ ๋Œ€์ƒ์œผ๋กœ ๊ฐ•์˜๋ฅผ ์ง„ํ–‰ํ•œ์ ๋„ ์žˆ์–ด์„œ ํ•™์Šต์„ ์ง„ํ–‰ํ•  ๋•Œ ๋„์›€์ด ๋  ๊ฒƒ์ด๋ผ๊ณ  ๊ธฐ๋Œ€ํ•ฉ๋‹ˆ๋‹ค.

 

๊ฐœ์ธ์ ์œผ๋กœ ์—…๋ฌด ์ƒ์— ํŒŒ์ด์ฌ์„ ์จ์•ผํ•ด์„œ ๋กœ๋“œ๋งต์„ ์ •๋ฆฌํ•˜๋ ค๊ณ  ํฌ์ŠคํŠธ๋ฅผ ์ž‘์„ฑํ•˜๊ฒŒ ๋˜์—ˆ์Šต๋‹ˆ๋‹ค.

 


0. ์ž์ฃผ ์“ฐ๋Š” ์˜จ๋ผ์ธ ์ปดํŒŒ์ผ๋Ÿฌ (IDE)

๊ณ„์ • ์ƒ์„ฑํ•˜๋ฉด ์˜จ๋ผ์ธ์— ์ฝ”๋“œ ์ €์žฅํ•ด๋†“์„ ์ˆ˜๋„ ์žˆ๊ณ 

๋‹ค์–‘ํ•œ ์–ธ์–ด๊ฐ€ ์ง€์›๋˜์–ด์„œ ์•Œ๊ณ ๋ฆฌ์ฆ˜ ๋ฌธ์ œ ํ’€๊ฑฐ๋‚˜ ํ•™์Šตํ•  ๋•Œ ์‚ฌ์šฉํ•˜๋Š” ์‚ฌ์ดํŠธ์ž…๋‹ˆ๋‹ค.

 

 

https://www.mycompiler.io/ko

 

myCompiler - C, C++, ์ž๋ฐ”, ํŒŒ์ด์ฌ, ๊ณ , NodeJS ๋ฐ ๊ธฐํƒ€ ์–ธ์–ด๋ฅผ ์œ„ํ•œ ์˜จ๋ผ์ธ IDE

myCompiler๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ์ž์ฃผ ์‚ฌ์šฉํ•˜๋Š” ํ”„๋กœ๊ทธ๋ž˜๋ฐ ์–ธ์–ด๋ฅผ ์˜จ๋ผ์ธ์œผ๋กœ ์‹คํ–‰ํ•˜์„ธ์š”.์›ํ•˜๋Š” ํ”„๋กœ๊ทธ๋ž˜๋ฐ ์–ธ์–ด๋กœ ์ฝ”๋“œ๋ฅผ ํŽธ์ง‘, ์ปดํŒŒ์ผ ๋ฐ ์‹คํ–‰ํ•  ์ˆ˜ ์žˆ๋Š” ๊ฐ„๋‹จํ•˜๊ณ  ์‚ฌ์šฉํ•˜๊ธฐ ์‰ฌ์šด IDE

www.mycompiler.io

 

 


1. ํŒŒ์ด์ฌ ํ•ต์‹ฌ ๊ฐœ๋… ๋ฐ ๋ฌธ๋ฒ•

 

https://dojang.io/course/view.php?id=7

 

๊ฐ•์ขŒ: ํŒŒ์ด์ฌ ์ฝ”๋”ฉ ๋„์žฅ

๋ชจ๋‘ ํŽผ์น˜๊ธฐ๋ชจ๋‘ ์ ‘๊ธฐ

dojang.io

 

+ ๊ธฐ์ดˆ ๋ฌธ๋ฒ• ๋ฌธ์ œ

 

https://wikidocs.net/book/922

 

์ดˆ๋ณด์ž๋ฅผ ์œ„ํ•œ ํŒŒ์ด์ฌ 300์ œ

ํŒŒ์ด์ฌ ๊ธฐ์ดˆ ๋ฌธ๋ฒ•์„ ๋ฐฐ์› ๋‹ค๊ณ  ํ•ด์„œ ๋ˆ„๊ตฌ๋‚˜ ํ”„๋กœ๊ทธ๋ž˜๋ฐ์— ์ต์ˆ™ํ•ด์ง€๋Š” ๊ฒƒ์€ ์•„๋‹™๋‹ˆ๋‹ค. ํ”„๋กœ๊ทธ๋ž˜๋ฐ์— ์ต์ˆ™ํ•ด์ง€๊ธฐ๊นŒ์ง€ ๋งŽ์€ ๋ฌธ์ œ๋ฅผ ํ’€์–ด๋ณด๊ณ  ์ต์ˆ™ํ•ด์ง€๋Š” ๊ฒƒ์ด ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค. ํŒŒ์ด์ฌ 300์ œ๋Š” ํŒŒ…

wikidocs.net


 

2. ๊ธฐ์ดˆ ์‘์šฉ ํ† ์ดํ”„๋กœ๊ทธ๋žจ 

 

https://wikidocs.net/book/9171

 

๋‹ค๋นˆ์น˜์ฝ”๋”ฉ ํŒŒ์ด์ฌ

ํŒŒ์ด์ฌ์„ ์–ด๋ฆฐ ์นœ๊ตฌ๋“ค์—๊ฒŒ ๊ฐ€๋ฅด์น˜๋ฉด์„œ ๋А๋‚€ ์ ์€ ์–ด๋ฆฐ ์นœ๊ตฌ๋“ค์—๊ฒŒ๋Š” Why๊ฐ€ ์ค‘์š”ํ•˜๋‹ค๋Š” ๊ฒƒ์ด์—ˆ์Šต๋‹ˆ๋‹ค. ์„ฑ์ธ ๋Œ€์ƒ์œผ๋กœ ๊ต์œกํ•˜๋ฉด์„œ ๋А๋‚„ ์ˆ˜ ์—†๋Š” ๋‹นํ™ฉ์Šค๋Ÿฌ์›€ ์ด์˜€์Šต๋‹ˆ๋‹ค. ์„ฑ์ธ๋“ค์€ ํŒŒ์ด…

wikidocs.net

 


3. ํŒŒ์ด์ฌ ๋ถ„์•ผ๋ณ„ ํ•ต์‹ฌ ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ

 

https://wikidocs.net/book/14021

 

ํ•จ๊ป˜ํ•ด์š” ํŒŒ์ด์ฌ ์ƒํƒœ๊ณ„

ํŒŒ์ด์ฌ์˜ ์ง„์ •ํ•œ ๋งˆ์Šคํ„ฐ๊ฐ€ ๋˜๋Š” ๊ธธ์€ ์–ด๋–ค ๊ฒƒ์ผ๊นŒ์š”? ์ˆ˜๋…„ ๊ฐ„ ํŒŒ์ด์ฌ์„ ์‚ฌ์šฉํ•ด์™”๋‹ค ํ•ด๋„, ๊ฐ™์€ ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ๋“ค๋กœ๋งŒ ํ”„๋กœ์ ํŠธ๋ฅผ ์ง„ํ–‰ํ•˜๋‹ค ๋ณด๋ฉด, ๊ณผ์—ฐ 'ํŒŒ์ด์ฌ์„ ์ž˜ํ•œ๋‹ค'๊ณ  ๋งํ•˜๊ธฐ์—๋Š” ๋ฌด์–ธ…

wikidocs.net

 


4. Python ์›น ํ”„๋ ˆ์ž„ ์›Œํฌ (Web FrameWork)

 

(1) Fast API

https://wikidocs.net/book/8531

 

์ ํ”„ ํˆฌ FastAPI

"์ ํ”„ ํˆฌ FastAPI"๋Š” "ํŒŒ์ด๋ณด"๋ผ๋Š” ์ด๋ฆ„์˜ ํŒŒ์ด์ฌ ๊ฒŒ์‹œํŒ(Python Board) ์„œ๋น„์Šค๋ฅผ ๋งŒ๋“ค์–ด๊ฐ€๋Š” ๊ณผ์ •์„ ์„ค๋ช…ํ•œ FastAPI ์ž…๋ฌธ์„œ์ด๋‹ค. ํŒŒ์ด์ฌ ์„ค์น˜๋ถ€ํ„ฐ ์‹œ์ž‘ํ•˜์—ฌ ์„œ…

wikidocs.net

 

(2) Flask API

https://wikidocs.net/book/4542

 

์ ํ”„ ํˆฌ ํ”Œ๋ผ์Šคํฌ

**์ ํ”„ ํˆฌ ํ”Œ๋ผ์Šคํฌ ์ข…์ด ์ฑ… ์ถœ๊ฐ„ !! (2020.11)** * [์ฑ… ๊ตฌ์ž… ์•ˆ๋‚ด](https://wikidocs.net/102760) "์ ํ”„ ํˆฌ ํ”Œ๋ผ์Šคํฌ"๋Š” "ํŒŒ์ด๋ณด…

wikidocs.net

 

(3) Django 

(์•„์ง ํ•™์Šต ๋ฏธ์ง„ํ–‰)

 

https://wikidocs.net/book/4223

 

์ ํ”„ ํˆฌ ์žฅ๊ณ 

**์ ํ”„ ํˆฌ ์žฅ๊ณ  ์ข…์ด ์ฑ… ์ถœ๊ฐ„ !! (2020.12)** * [์ฑ… ๊ตฌ์ž… ์•ˆ๋‚ด](https://wikidocs.net/105844) "์ ํ”„ ํˆฌ ์žฅ๊ณ "๋Š” "ํŒŒ์ด๋ณด"๋ผ๋Š” …

wikidocs.net

 


5. ๋ฐ์ดํ„ฐ ๋ถ„์„

 

(1) Pandas๋ฅผ ์ด์šฉํ•œ ๋ฐ์ดํ„ฐ ๋ถ„์„ ๊ธฐ์ดˆ

https://wikidocs.net/2873

 

13. Pandas๋ฅผ ์ด์šฉํ•œ ๋ฐ์ดํ„ฐ ๋ถ„์„ ๊ธฐ์ดˆ (revision)

10~12์žฅ์—์„œ ๊ตญ๋‚ด ์ฆ๊ถŒ์‚ฌ์˜ API๋ฅผ ์‚ฌ์šฉํ•˜๋Š” ๋ฐฉ๋ฒ•์„ ๋ฐฐ์› ์Šต๋‹ˆ๋‹ค. ๊ตญ๋‚ด ์ฆ๊ถŒ์‚ฌ์˜ API๋ฅผ ์ด์šฉํ•˜๋ฉด ๊ณผ๊ฑฐ์‹œ์ ์˜ ์ฃผ์‹ ์‹œ์„ธ๋ฅผ ์–ป์–ด์˜ค๋Š” ๊ฒƒ์€ ๋ฌผ๋ก  ํ”„๋กœ๊ทธ๋ž˜๋ฐ์„ ํ†ตํ•ด ๋งค์ˆ˜/๋งค๋„ ์ฃผ๋ฌธ๋„…

wikidocs.net

 

(2) ๋ฐ์ดํ„ฐ ๋ถ„์„ ์ž…๋ฌธ์ž๋ฅผ ์œ„ํ•œ ํŒŒ์ด์ฌ ํŒ๋‹ค์Šค 300์ œ

https://wikidocs.net/book/4852

 

๋ฐ์ดํ„ฐ ๋ถ„์„ ์ž…๋ฌธ์ž๋ฅผ ์œ„ํ•œ ํŒŒ์ด์ฌ ํŒ๋‹ค์Šค 300์ œ

 

wikidocs.net

 


6. ๋”ฅ ๋Ÿฌ๋‹

 

(1) ํŒŒ์ดํ† ์น˜(Pytorch)

https://wikidocs.net/book/2788

 

๋”ฅ ๋Ÿฌ๋‹ ํŒŒ์ดํ† ์น˜ ๊ต๊ณผ์„œ - ์ž…๋ฌธ๋ถ€ํ„ฐ ํŒŒ์ธํŠœ๋‹๊นŒ์ง€

์ด ์ฑ…์€ ๋”ฅ ๋Ÿฌ๋‹ ํ”„๋ ˆ์ž„์›Œํฌ `PyTorch`์™€ ํ—ˆ๊น…ํŽ˜์ด์Šค์˜ `Transformers`๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ๋”ฅ ๋Ÿฌ๋‹์— ์ž…๋ฌธํ•˜๋Š” ๊ฒƒ์„ ๋ชฉํ‘œ๋กœ ํ•ฉ๋‹ˆ๋‹ค. **AI์˜ ์™„์ „ ์Œฉ ์ž…๋ฌธ์ž**…

wikidocs.net

 

(2) ์ž์—ฐ์–ด ์ฒ˜๋ฆฌ ์ž…๋ฌธ

https://wikidocs.net/book/2155

 

๋”ฅ ๋Ÿฌ๋‹์„ ์ด์šฉํ•œ ์ž์—ฐ์–ด ์ฒ˜๋ฆฌ ์ž…๋ฌธ

`25๋…„ 1์›” ๊ธฐ์ค€: ๋ˆ„์  ์กฐํšŒ์ˆ˜: 1,700๋งŒ ๋ฒ ์ŠคํŠธ์…€๋Ÿฌ` ๋งŽ์€ ๋ถ„๋“ค์˜ ํ”ผ๋“œ๋ฐฑ์œผ๋กœ ์ˆ˜ ๋…„๊ฐ„ ๋ณด์™„๋œ ํ˜„์—… ์—ฐ๊ตฌ์›๋“ค์ด ์ž‘์„ฑํ•œ `๋”ฅ ๋Ÿฌ๋‹ ์ž์—ฐ์–ด ์ฒ˜๋ฆฌ ๊ต์žฌ ์ž…๋ฌธ์„œ`์ž…๋‹ˆ๋‹ค. …

wikidocs.net

 

(3) ๋ฐ‘๋ฐ”๋‹ฅ ๋ถ€ํ„ฐ ์‹œ์ž‘ํ•˜๋Š” ๋”ฅ๋Ÿฌ๋‹ ์‹œ๋ฆฌ์ฆˆ

 

๊ธฐ๋ณธ ๊ฐœ๋… ๋ถ€ํ„ฐ ํŠผํŠผํ•˜๊ฒŒ ํ•™์Šตํ•  ๋•Œ ํ•„์ˆ˜

https://search.kyobobook.co.kr/search?keyword=%EB%B0%91%EB%B0%94%EB%8B%A5%20%EB%B6%80%ED%84%B0%20%EC%8B%9C%EC%9E%91%ED%95%98%EB%8A%94%20%EB%94%A5%EB%9F%AC%EB%8B%9D&target=total&totalType=kyobo&gbCode=TOT

 

๊ต๋ณด๋ฌธ๊ณ  | ๋Œ€ํ•œ๋ฏผ๊ตญ ์ตœ๊ณ ์˜ ๋„์„œ์‡ผํ•‘๋ชฐ

๊ต๋ณด๋ฌธ๊ณ ๋Š” ์˜จ์˜คํ”„๋ผ์ธ์„ ํ†ตํ‹€์–ด ๋Œ€ํ•œ๋ฏผ๊ตญ ์ตœ๊ณ ์˜ ๋„์„œ์‡ผํ•‘๋ชฐ์ด๋ฉฐ ์ „์ž์ฑ…, ์Œ๋ฐ˜, ๊ธฐํ”„ํŠธ, ๋ฌธํ™”์„œ๋น„์Šค๊นŒ์ง€ ์ œ๊ณตํ•˜๋Š” ์ข…ํ•ฉ๋ฌธํ™”๊ธฐ์—…์ž…๋‹ˆ๋‹ค.

mobile.kyobobook.co.kr

 

https://github.com/WegraLee/deep-learning-from-scratch

 

GitHub - WegraLee/deep-learning-from-scratch: ใ€Ž๋ฐ‘๋ฐ”๋‹ฅ๋ถ€ํ„ฐ ์‹œ์ž‘ํ•˜๋Š” ๋”ฅ๋Ÿฌ๋‹ 1(๋ฆฌ๋งˆ์Šคํ„ฐํŒ)ใ€(ํ•œ๋น›๋ฏธ๋””์–ด, 2

ใ€Ž๋ฐ‘๋ฐ”๋‹ฅ๋ถ€ํ„ฐ ์‹œ์ž‘ํ•˜๋Š” ๋”ฅ๋Ÿฌ๋‹ 1(๋ฆฌ๋งˆ์Šคํ„ฐํŒ)ใ€(ํ•œ๋น›๋ฏธ๋””์–ด, 2025). Contribute to WegraLee/deep-learning-from-scratch development by creating an account on GitHub.

github.com

 

 

 

 


 

๐Ÿ’ก ๋„์›€์ด ๋˜์…จ๋‹ค๋ฉด ๋Œ“๊ธ€๊ณผ ๊ณต๊ฐ ๋ถ€ํƒ๋“œ๋ฆฝ๋‹ˆ๋‹ค! ๐Ÿ˜Š
๐Ÿ“Œ ๋” ๋งŽ์€ ์•Œ๊ณ ๋ฆฌ์ฆ˜ ํ’€์ด์™€ ํ”„๋กœ๊ทธ๋ž˜๋ฐ ์ž๋ฃŒ๋Š” ๋ธ”๋กœ๊ทธ์—์„œ ํ™•์ธํ•˜์„ธ์š”!
โœ‰๏ธ ๋ฌธ์˜๋‚˜ ํ”ผ๋“œ๋ฐฑ์€ ๋Œ“๊ธ€์ด๋‚˜ ์ด๋ฉ”์ผ๋กœ ๋‚จ๊ฒจ์ฃผ์„ธ์š”.

 

 

๋ฐ˜์‘ํ˜•