Distillation

์ง€์‹ ์ฆ๋ฅ˜(knowledge distillation) ๊ธฐ๋ฒ•๊ณผ ๋…ผ๋ฌธ.

์ง€์‹ ์ฆ๋ฅ˜(knowledge distillation) ๊ธฐ๋ฒ•๊ณผ ๋…ผ๋ฌธ.

์ƒ์œ„ ๊ฐœ๋…: ๋”ฅ๋Ÿฌ๋‹

4 posts · ์•„์นด์ด๋ธŒ์—์„œ ํ•„ํ„ฐ๋กœ ๋ณด๊ธฐ

[์ •๋ฆฌ] '24๋…„ AI Summit : '๋ผ๋งˆ' ๊ฐœ๋ฐœ ๋ฆฌ๋”๊ฐ€ ์„ค๋ช…ํ•˜๋Š” LLM : Small Models ์ตœ์‹  ๊ธฐ๋ฒ• - Soumya Batra

์˜ค์ „ ๋ฏธํŒ… ์ผ์ •์„ ๋งˆ์นœ ํ›„, Day2 ์˜คํ›„ ์„ธ์…˜์— ์ฐธ์„ํ•˜์—ฌ ๋งค์šฐ ์œ ์ตํ•œ ์‹œ๊ฐ„์„ ๋ณด๋ƒˆ์Šต๋‹ˆ๋‹ค. ๋ชจ๋“  ์„ธ์…˜์— ์ฐธ๊ฐ€ํ•˜์ง€ ๋ชปํ•œ ์ ์€ ์•„์‰ฝ์ง€๋งŒ, ์ฐธ์„ํ•œ ์„ธ์…˜๋“ค์—์„œ ์–ป์€ ๋‚ด์šฉ๊ณผ ์ธ์‚ฌ์ดํŠธ๋ฅผ ์ค‘์‹ฌ์œผ๋กœ ์ด๋ฒˆ ์‹œ๋ฆฌ์ฆˆ๋ฅผ ๊ตฌ์„ฑํ•ด ๋ณด์•˜์Šต๋‹ˆ๋‹ค. Track C: LLM & GenAI ์ œ๋ชฉ : โ€˜๋ผ๋งˆโ€™ ๊ฐœ๋ฐœ ๋ฆฌ๋”๊ฐ€ ์„ค๋ช…ํ•˜๋Š” LLM : Small Mode...

[Paper Review] Transferring Inductive Bias Through Knowledge Distillation - (3/3)

์•ˆ๋…•ํ•˜์„ธ์š” :) ์˜ค๋Š˜์€ ์ง€๋‚œ๋ฒˆ ํฌ์ŠคํŒ…์— ์ด์–ด์„œ โ€œTransferring Inductive Bias Through Knowledge Distillationโ€ ๋…ผ๋ฌธ์— ๋Œ€ํ•œ ์ •๋ฆฌ๋ฅผ ์ด์–ด๋‚˜๊ฐ€ ๋ณด๋„๋ก ํ•˜๊ฒ ์Šต๋‹ˆ๋‹ค. ์ด์ „ ํฌ์ŠคํŒ…์—์„œ ๋ณธ ๋…ผ๋ฌธ์—์„œ ๋‹ค๋ฃจ๊ฒŒ ๋  ์ฃผ์š” ๊ฐœ๋…๋“ค์ธ Knowledge Distillation๊ณผ Inductive Bias์— ๋Œ€ํ•œ ์„ค๋ช…๊ณผ RNNs v...

[Paper Review] Transferring Inductive Bias Through Knowledge Distillation - (2/3)

์•ˆ๋…•ํ•˜์„ธ์š” :) ์˜ค๋Š˜์€ ์ง€๋‚œ๋ฒˆ ํฌ์ŠคํŒ…์— ์ด์–ด์„œ โ€œTransferring Inductive Bias Through Knowledge Distillationโ€ ๋…ผ๋ฌธ์— ๋Œ€ํ•œ ์ •๋ฆฌ๋ฅผ ์ด์–ด๋‚˜๊ฐ€ ๋ณด๋„๋ก ํ•˜๊ฒ ์Šต๋‹ˆ๋‹ค. ์ด์ „ ํฌ์ŠคํŒ…์—์„œ ๋ณธ ๋…ผ๋ฌธ์—์„œ ๋‹ค๋ฃจ๊ฒŒ ๋  ์ฃผ์š” ๊ฐœ๋…๋“ค์ธ Knowledge Distillation๊ณผ Inductive Bias์— ๋Œ€ํ•œ ์„ค๋ช…์„ ํ•ด๋ณด์•˜๋Š”๋ฐ์š”...

[Paper Review] Transferring Inductive Bias Through Knowledge Distillation - (1/3)

์•ˆ๋…•ํ•˜์„ธ์š” :) ์˜ค๋Š˜ ๋ธ”๋กœ๊ทธ ํฌ์ŠคํŒ…์œผ๋กœ ๋‹ค๋ค„๋ณผ ๋‚ด์šฉ์€ ์–ผ๋งˆ ์ „์— ํฅ๋ฏธ๋กญ๊ฒŒ ์ฝ์–ด๋ณด์•˜๋˜ โ€œTransferring Inductive Bias Through Knowledge Distillationโ€์ด๋ผ๋Š” ๋…ผ๋ฌธ์ธ๋ฐ์š”! ํ•ด๋‹น ๋…ผ๋ฌธ์€ Knowledge Distillation์„ ์ด์šฉํ•˜์—ฌ ๊ณผ์—ฐ Inductive Bias๋ฅผ ์ „๋‹ฌํ•  ์ˆ˜ ์žˆ์„ ๊นŒ๋ฅผ ๋‹ค๋ฃฌ ๋…ผ๋ฌธ์ž…๋‹ˆ๋‹ค. ์•„์‰ฝ...