Demo in LLMยถ

Summaryยถ

Demo in LLM์€ ๋Œ€ํ˜• ์–ธ์–ด ๋ชจ๋ธ(Large Language Model, LLM)์„ ๊ธฐ๋ฐ˜์œผ๋กœ ํ•œ ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜์„ ์‹œ์—ฐํ•˜๋Š” ๊ฒƒ์„ ์˜๋ฏธํ•ฉ๋‹ˆ๋‹ค. ์ด ์‹œ์—ฐ์€ ๊ฐœ๋ฐœ์ž์™€ ์—”์ง€๋‹ˆ์–ด ๋ฆฌ๋”๋“ค์—๊ฒŒ LLM์˜ ์ž ์žฌ๋ ฅ์„ ๋ณด์—ฌ์ฃผ๊ณ , ๊ทธ๋“ค์ด ์ด๋Ÿฌํ•œ ๋ชจ๋ธ์„ ์‚ฌ์šฉํ•˜์—ฌ ๋‹ค์–‘ํ•œ ๋ฌธ์ œ๋ฅผ ํ•ด๊ฒฐํ•  ์ˆ˜ ์žˆ๋Š” ๋ฐฉ๋ฒ•์„ ์†Œ๊ฐœํ•ฉ๋‹ˆ๋‹ค. ์‹œ์—ฐ์€ ์ผ๋ฐ˜์ ์œผ๋กœ LLM์˜ ์œ ์—ฐ์„ฑ๊ณผ ๋‹ค์–‘ํ•œ ์ž‘์—… ์ˆ˜ํ–‰ ๋Šฅ๋ ฅ์„ ๊ฐ•์กฐํ•˜๋ฉฐ, ์‚ฌ์šฉ์ž์™€์˜ ์ƒํ˜ธ์ž‘์šฉ์„ ํ†ตํ•ด ๋ชจ๋ธ์˜ ์„ฑ๋Šฅ๊ณผ ํ•œ๊ณ„๋ฅผ ๋ณด์—ฌ์ค๋‹ˆ๋‹ค.

Key Conceptsยถ

  • ์‹œ์—ฐ ๋ชฉ์  : LLM์˜ ๊ธฐ๋Šฅ๊ณผ ์ž ์žฌ๋ ฅ์„ ๋ณด์—ฌ์ฃผ๊ณ , ๊ฐœ๋ฐœ์ž์™€ ์—”์ง€๋‹ˆ์–ด ๋ฆฌ๋”๋“ค์—๊ฒŒ ๋ชจ๋ธ์˜ ์‚ฌ์šฉ ๋ฐฉ๋ฒ•์„ ์†Œ๊ฐœํ•ฉ๋‹ˆ๋‹ค.

  • ์‹œ์—ฐ ์ „๋žต : ์‚ฌ์šฉ์ž์™€์˜ ์ƒํ˜ธ์ž‘์šฉ์„ ํ†ตํ•ด ๋ชจ๋ธ์˜ ์„ฑ๋Šฅ๊ณผ ํ•œ๊ณ„๋ฅผ ๋ณด์—ฌ์ฃผ๊ณ , ์˜ˆ์ƒ์น˜ ๋ชปํ•œ ์‹œ๋‚˜๋ฆฌ์˜ค๋ฅผ ํฌํ•จํ•˜์—ฌ ๋ชจ๋ธ์˜ ์œ ์—ฐ์„ฑ์„ ๊ฐ•์กฐํ•ฉ๋‹ˆ๋‹ค.

  • ์‹œ์—ฐ ์˜ˆ์‹œ : LLM์„ ์‚ฌ์šฉํ•˜์—ฌ ๋„คํŠธ์›Œํฌ ๋‹ค์ด์–ด๊ทธ๋žจ์„ ์„ค๋ช…ํ•˜๊ฑฐ๋‚˜, ํšŒ์˜๋ก์„ ์š”์•ฝํ•˜๊ณ , ์ฝ”๋“œ๋ฅผ ์ƒ์„ฑํ•˜๋Š” ๋“ฑ์˜ ๋‹ค์–‘ํ•œ ์ž‘์—…์„ ์ˆ˜ํ–‰ํ•˜๋Š” ๊ฒƒ์„ ๋ณด์—ฌ์ค๋‹ˆ๋‹ค.

Referencesยถ

URL Name

URL

LLM-auto-annotation-demo

https://clarifai.com/clarifai/LLM-auto-annotation-demo

What are Large Language Models?

https://aws.amazon.com/what-is/large-language-model/

LLM Optimization: From Demo to Production

https://www.youtube.com/watch?v=pdbeAZjXUeU

Demoing an LLM-based application

https://slack.org/llm-demo-tips

Whatโ€™s the best wow-your-boss Local LLM use case demo youโ€™ve ever presented?

https://www.reddit.com/r/LocalLLaMA/comments/1cspum0/whats_the_best_wowyourboss_local_llm_use_case/