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๐Ÿ“ข ๊ฒ€์ƒ‰ ๊ธฐ๋Šฅ ์ถ”๊ฐ€ ์˜ˆ์ •

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๊ต์œก

๊ต์œก๊ณผ ์ฝ”์นญ์— ๋Œ€ํ•œ ์ƒ๊ฐ

์ด์ „ ์ง์žฅ์ธ ์•Œ๊ณ ๋ฆฌ์ฆ˜๋žฉ์Šค์—์„œ ์•Œ๊ณ ๋ฆฌ์ฆ˜ ๋ฌธ์ œํ•ด๊ฒฐ๋Šฅ๋ ฅ ์ฝ”์น˜์— ์ง‘์ค‘ํ•  ๋•Œ ์ž‘์„ฑํ–ˆ๋˜ ์ž๋ฃŒ๋‹ค. ์ฝ”์น˜์™€ ์ˆ˜๊ฐ•์ƒ์„ ์œ„ํ•œ LMS๋Š” ์–ด๋–ป๊ฒŒ ์ œ์ž‘๋˜๋ฉด ์ข‹์„์ง€์— ๋Œ€ํ•œ ๊ณ ๋ฏผ์„ ์ •๋ฆฌํ–ˆ์—ˆ๋‹ค.

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๋ฆฌ๋”

๋ฆฌ๋”์™€ ์กฐ์ง๋ฌธํ™”

1.ํŒ€ ๋ฆฌ๋”๋Š” ๋ฆฌ๋”์˜ ๋ฆฌ๋”(๋Œ€ํ‘œ์ด์‚ฌ)๋ฅผ ๋‹ฎ๊ฒŒ ๋œ๋‹ค ย  ย  ย  ย  ย  ย  ย  ย  ย  ย  ย  ย  ย  ย  ย  ย  ย  ย  ย  ย  ย  ย  ย  ย  ย  ย  ย  ย  ย  ย  ย  ย  ย  ย  ํšŒ์‚ฌ ๋ฆฌ๋”๊ฐ€ ๋‚จํƒ“์„ ํ•˜๊ณ  ๊ตฌ์„ฑ์›์„ ํƒ“ํ•œ๋‹ค๋ฉด ํŒ€ ๋ฆฌ๋”๋Š” ํŒ€์›์„ ์ฑ…์ž„์ง€์ง€ ์•Š๋Š”

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๋งˆ๋ผํ†ค

์„œ์šธ๋งˆ๋ผํ†ค 2024

10km ๋งˆ๋ผํ†ค ๊ด€๋ จ์ดˆ๋ฐ˜ ํŽ˜์ด์Šค๋ฅผ ๋„ˆ๋ฌด ๋Š๋ฆฌ๊ฒŒ ์žก์•˜๋‹ค (3km, 7๋ถ„๋Œ€)์ƒ๊ฐ๋ณด๋‹ค 5๋ถ„ 30์ดˆ ํŽ˜์ด์Šค๋ฅผ ์˜ค๋ž˜ ์œ ์ง€ํ•  ์ˆ˜ ์žˆ์—ˆ๋‹ค (5km)ํŽ˜์ด์Šค ๋ฉ”์ด์ปค

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sLLM

KOR sLLM fine-tuning with LoRA

์ด์ „ ๊ธ€OpenAI Fine-tuning ์‚ฌ์šฉํ•ด๋ณด๊ธฐ๋ชฉ์ ๋ชจ๋ธ์ด ๋ฉ€์ฉกํ•  ๋•Œ ๋ฐ์ดํ„ฐ์…‹ ํ€„๋ฆฌํ‹ฐ ํ™•์ธ ์œ„ํ•ด๋ฐ์ดํ„ฐ์…‹ ๊ฐ€๊ณต ๋ฐฉํ–ฅ ํ™•์ธ ์œ„ํ•ด์‚ฌ์šฉ ๋ฐ์ดํ„ฐ์…‹ํ•™์Šต๋ฐ์ดํ„ฐ: 141. ํ•œ๊ตญ์–ด ๋ฉ€ํ‹ฐ์„ธ์…˜ ๋Œ€ํ™” ๋ฐ์ดํ„ฐ

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์˜๊ณผ์ผ

์˜๊ณผ์ผ ํ”„๋กค๋กœ๊ทธ

๋‚ด๊ฐ€ ์˜๊ณผ์ผ์„ ๋งŒ๋“  ์ด์œ ๋Š” ํฌ๊ฒŒ 3๊ฐ€์ง€ ๋ถˆ๋งŒ์„ ํ•ด์†Œํ•˜๊ธฐ ์œ„ํ•ด์„œ์˜€๋‹ค. 1. O.T. ๋•Œ ๋™๊ธฐ๋“ค์˜ ๋ถˆํ‰๋ถˆ๋งŒ๋Œ€ํ•™์— ์ž…ํ•™์ด ๊ฒฐ์ •๋˜๊ณ , ์„ ๋ฐฐ์™€ ๋™๊ธฐ ๊ฐ„

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OpenAI

OpenAI Fine-tuning ์‚ฌ์šฉํ•ด๋ณด๊ธฐ

๋ชฉ์ ๋ชจ๋ธ์ด ๋ฉ€์ฉกํ•  ๋•Œ ๋ฐ์ดํ„ฐ์…‹ ํ€„๋ฆฌํ‹ฐ ํ™•์ธ ์œ„ํ•ด๋ฐ์ดํ„ฐ์…‹ ๊ฐ€๊ณต ๋ฐฉํ–ฅ ํ™•์ธ ์œ„ํ•ดGPT-3.5์˜ Assistant ๋Š๋‚Œ์„ ์ง€์šฐ๊ณ  ์‚ฌ๋žŒ๊ณผ ๋Œ€ํ™”ํ•˜๋Š” ๋Š๋‚Œ์„ ๋งŒ๋“ค๊ธฐ ์œ„ํ•ด์‚ฌ์šฉ

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LLM

๋Œ€ํ™”์šฉ LLM ๋งŒ๋“ค๊ธฐ

์ž๋ฃŒ์‚ฌ์šฉํ•  ํ•œ๊ตญ์–ด ๋ชจ๋ธ ๋ชฉ๋กfine-tuning๋œ ๋ชจ๋ธ์€ ์‚ฌ์šฉ Xllama-2๋ฅผ ๊ธฐ๋ฐ˜ํ•˜๋Š” ๋ชจ๋ธ ์‚ฌ์šฉํ•˜๋‚˜๋งŒ ์ฝ• ์ฐ์–ด์„œ ์‚ฌ์šฉํ•˜๊ธฐ ๋ณด๋‹จ ๊ฐ€๋Šฅํ•œ ๋ชจ๋“  ๋ชจ๋ธ ์ฐ๋จน ํ•ด๋ณด๊ธฐGitHub -

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dash

dash datatable selected_row_ids -> list of none ([none, none, ...])

๋ฌธ์ œcallback ํ•จ์ˆ˜๋ฅผ ํ†ตํ•ด datatable์˜ selected_row_ids๋ฅผ ๋ฐ›์•˜๋Š”๋ฐ list ๋‚ด์šฉ๋ฌผ์ด ๋ชจ๋‘ none์ธ ๋ฌธ์ œ๊ฐ€ ๋ฐœ์ƒ ์›์ธdatatable์— ์ฃผ์ž…ํ•œ dataframe์˜ column์— id๊ฐ€ ์—†์–ด์„œ

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