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๐Ÿค— ๊ฐ•์˜ ์ˆ˜๊ฐ•์ƒ ์—ฌ๋Ÿฌ๋ถ„ ํ™˜์˜ํ•ฉ๋‹ˆ๋‹ค!

์ด๋ฒˆ ๊ฐ•์˜์—์„œ๋Š” Hugging Face ํ™˜๊ฒฝ์˜ ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ(๐Ÿค— Transformers, ๐Ÿค— Datasets, ๐Ÿค— Tokenizers, ๐Ÿค— Accelerate)์™€ Hugging Face Hub ๋ฅผ ์ด์šฉํ•ด ์ž์—ฐ์–ด ์ฒ˜๋ฆฌ(NLP)์— ๋Œ€ํ•ด ๋ฐฐ์›Œ๋ณด๊ฒ ์Šต๋‹ˆ๋‹ค. (๋ฌด๋ฃŒ ๊ฐ•์˜์— ๊ด‘๊ณ ๋„ ์—†๋Š”๊ฑด ๋น„๋ฐ€์ž…๋‹ˆ๋‹ค!)

๋ฌด์—‡์„ ๋ฐฐ์šฐ๋‚˜์š”?

๊ฐ•์˜ ๊ฐœ์š” ํ›‘์–ด๋ณด๊ธฐ:

Brief overview of the chapters of the course.

์ด๋ฒˆ ๊ฐ•์˜๋Š”:

๋ณธ ๊ฐ•์˜๋ฅผ ๋ชจ๋‘ ์ˆ˜๊ฐ•ํ•œ ํ›„, DeepLearning.AI์˜ Natural Language Processing Specialization์„ ํ•™์Šตํ•˜์‹œ๊ธธ ๊ถŒ์žฅ๋“œ๋ฆฝ๋‹ˆ๋‹ค. ํ•ด๋‹น ๊ณผ์ •์—์„œ๋Š” Naive Bayes, LSTM๊ณผ ๊ฐ™์€ ์•Œ์•„๋‘๋ฉด ๋„ˆ๋ฌด๋‚˜ ์œ ์šฉํ•œ ๋” ๋„“์€ ๋ฒ”์œ„์˜ ์ „ํ†ต NLP ๋ชจ๋ธ์— ๋Œ€ํ•ด ํ•™์Šตํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค!

์šฐ๋ฆฌ๊ฐ€ ๋ˆ„๊ตฌ์ผ๊นŒ์š”?

์ €์ž ์†Œ๊ฐœ:

Matthew Carrigan์€ Hugging Face์˜ ๋จธ์‹  ๋Ÿฌ๋‹ ์—”์ง€๋‹ˆ์–ด์ž…๋‹ˆ๋‹ค. ํ˜„์žฌ ์•„์ผ๋žœ๋“œ ๋”๋ธ”๋ฆฐ์— ์‚ด๊ณ  ์žˆ์œผ๋ฉฐ, ์ด์ „์—๋Š” Parse.ly ์—์„œ ML ์—”์ง€๋‹ˆ์–ด๋กœ, ๊ทธ ์ „์—๋Š” Trinity Collge Dublin์—์„œ ๋ฐ•์‚ฌ ๊ณผ์ • ์ดํ›„ ์—ฐ๊ตฌ์›์œผ๋กœ ๊ทผ๋ฌดํ–ˆ์Šต๋‹ˆ๋‹ค. ์‚ฌ๋žŒ์ด ๊ธฐ์กด ์ธ๊ณต์ง€๋Šฅ ์•„ํ‚คํ…์ณ๋ฅผ ํ™•์žฅํ•˜์—ฌ ์‚ฌ๋žŒ ์ˆ˜์ค€์—๋Š” ๋„๋‹ฌํ•˜์ง€ ๋ชปํ• ๊ฑฐ๋ผ๊ณ  ์ƒ๊ฐํ•˜์ง€๋งŒ, ๊ทธ๋Ÿผ์—๋„ ๋ถˆ๋ฉธ ๋กœ๋ด‡(immortality robot)์— ๋Œ€ํ•ด ํฐ ๊ธฐ๋Œ€๋ฅผ ๊ฐ–๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค.

Lysandre Debut๋Š” Hugging Face์˜ ๋จธ์‹  ๋Ÿฌ๋‹ ์—”์ง€๋‹ˆ์–ด์ด๋ฉฐ ์ดˆ์ฐฝ๊ธฐ๋ถ€ํ„ฐ ๐Ÿค—ย Transformers ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ ์ž‘์—…์„ ํ•จ๊ป˜ ํ–ˆ์Šต๋‹ˆ๋‹ค. ์•„์ฃผ ์‚ฌ์šฉํ•˜๊ธฐ ์‰ฌ์šด API๋ฅผ ๊ฐœ๋ฐœํ•˜์—ฌ ๋ชจ๋‘๊ฐ€ NLP๋ฅผ ์‰ฝ๊ฒŒ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ๋„๋ก ํ•˜๋Š” ๋ชฉํ‘œ๋ฅผ ๊ฐ–๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค.

Sylvain Gugger๋Š” Hugging Face์˜ ๋ฆฌ์„œ์น˜ ์—”์ง€๋‹ˆ์–ด๋กœ ๐Ÿค—ย Transformers ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ์˜ ์ฃผ์š” ๊ด€๋ฆฌ์ž ์ค‘ ํ•œ๋ช…์ž…๋‹ˆ๋‹ค. ์ด์ „์— fast.ai ์—์„œ ๋ฆฌ์„œ์น˜ ์‚ฌ์ด์–ธํ‹ฐ์ŠคํŠธ๋กœ ์žˆ์—ˆ์œผ๋ฉฐ Jeremy Howard์™€ ํ•จ๊ป˜ Deep Learning for Coders with fastai and PyTorch ๋ฅผ ์ €์ˆ ํ–ˆ์Šต๋‹ˆ๋‹ค. ์ ์€ ๋ฆฌ์†Œ์Šค์—์„œ๋„ ๋ชจ๋ธ์ด ๋น ๋ฅด๊ฒŒ ํ•™์Šต๋˜๋„๋ก ๊ธฐ์ˆ ์„ ๋””์ž์ธํ•˜๊ณ  ๊ฐœ์„ ํ•˜์—ฌ ๋”ฅ๋Ÿฌ๋‹์— ๋ณด๋‹ค ์‰ฝ๊ฒŒ ์ ‘๊ทผํ•  ์ˆ˜ ์žˆ๋„๋ก ํ•˜๋Š” ๊ฒƒ์„ ๋ฆฌ์„œ์น˜์˜ ๊ฐ€์žฅ ํฐ ๋ชฉํ‘œ๋กœ ์‚ผ๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค.

Merve Noyan์€ Hugging Face์˜ ๊ฐœ๋ฐœ์ž ์• ๋“œ๋ณด์ผ€์ดํŠธ๋กœ, ๋ชจ๋‘์—๊ฒŒ ํ‰๋“ฑํ•œ ๋ฏผ์ฃผ์ ์ธ ๋จธ์‹  ๋Ÿฌ๋‹ ์ƒํƒœ๊ณ„๋ฅผ ๋งŒ๋“œ๋Š” ๋ชฉํ‘œ๋ฅผ ๊ฐ–๊ณ  ์žˆ์œผ๋ฉฐ, ๊ฐœ๋ฐœํˆด ์ž‘์—… ๋ฐ ์ฃผ๋ณ€ ์ปจํ…์ธ  ๊ตฌ์ถ• ์ž‘์—…์„ ๋‹ด๋‹นํ•˜๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค.

Lucile Saulnier์€ Hugging Face์˜ ML ์—”์ง€๋‹ˆ์–ด๋กœ ์˜คํ”ˆ ์†Œ์Šค ํˆด ์‚ฌ์šฉ์— ๋Œ€ํ•œ ๊ฐœ๋ฐœ ๋ฐ ์ง€์›์„ ๋‹ด๋‹นํ•ฉ๋‹ˆ๋‹ค. ์ž์—ฐ์–ด ์ฒ˜๋ฆฌ ๋ถ„์•ผ์—์„œ ํ˜‘์—… ํ•™์Šต, BigScience๋“ฑ๊ณผ ๊ฐ™์€ ๋‹ค์–‘ํ•œ ๋ฆฌ์„œ์น˜ ํ”„๋กœ์ ํŠธ์—๋„ ํ™œ๋ฐœํžˆ ์ฐธ์—ฌํ•˜๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค.

Lewis Tunstall๋Š” Hugging Face์˜ ML ์—”์ง€๋‹ˆ์–ด๋กœ ์˜คํ”ˆ ์†Œ์Šค ํˆด์„ ๊ฐœ๋ฐœํ•˜์—ฌ ๋” ๋งŽ์€ ์ปค๋ฎค๋‹ˆํ‹ฐ์— ์ƒ์šฉํ™”๋˜๋„๋ก ํ•˜๋Š” ๋ฐ์— ์ดˆ์ ์„ ๋งž์ถ”๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค. ๊ณง ์ถœ๊ฐ„๋˜๋Š” Oโ€™Reilly book on Transformers์˜ ๊ณต์ €์ž์ด๊ธฐ๋„ ํ•ฉ๋‹ˆ๋‹ค.

Leandro von Werra๋Š” Hugging Face ์˜คํ”ˆ์†Œ์Šค ํŒ€์˜ ๋จธ์‹  ๋Ÿฌ๋‹ ์—”์ง€๋‹ˆ์–ด์ด์ž ๊ณง ์ถœ๊ฐ„๋  Oโ€™Reilly book on Transformers์˜ ๊ณต๋™ ์ €์ž์ž…๋‹ˆ๋‹ค. ๋ชจ๋“  ๋จธ์‹  ๋Ÿฌ๋‹ ์Šคํƒ์—์„œ์˜ ์ž‘์—…์„ ํ†ตํ•ด ์ˆ˜ ๋…„๊ฐ„ NLP ํ”„๋กœ์ ํŠธ๋ฅผ ํ”„๋กœ๋•์…˜์œผ๋กœ ๋“ค์—ฌ์˜จ ๊ฒฝ๋ ฅ์ž์ž…๋‹ˆ๋‹ค.

์‹œ์ž‘ํ•  ์ค€๋น„๊ฐ€ ๋˜์…จ๋‚˜์š”? ์ด๋ฒˆ ์ฑ•ํ„ฐ์—์„œ ๋‹ค๋ฃฐ ๋‚ด์šฉ์€ ๋‹ค์Œ๊ณผ ๊ฐ™์Šต๋‹ˆ๋‹ค: