#LoRa #Multi-ArmedBandit
2023๋…„ 2์›” 3์ผ ๋ชจ๋‘๋ ˆํ„ฐ
ํ•จ๊ป˜ ๊ณต์œ ํ•˜๊ณ  ์„ฑ์žฅํ•˜๋Š” ์—ฐ๊ตฌ ๋ฌธํ™”๋ฅผ ์ „ํŒŒํ•ด์š”
๋‹˜, ๋ชจ๋‘๋ ˆํ„ฐ๊ฐ€ ์™”์–ด์š”!
๋‹ค์Œ์ฃผ๋ถ€ํ„ด ํ•œ ์ฃผ์˜ ์‹œ์ž‘, ์›”์š”์ผ์— ์ฐพ์•„๊ฐ€๋ ค ํ•ด์š”๐Ÿ“ฌ.
๋‹˜์€ ๋ด„์ด ์˜ค๊ธฐ ์ „์— ํ•˜๊ณ  ์‹ถ์€ ์ผ์ด ์žˆ๋‚˜์š”?๐Ÿค—
์ด๋ฒˆ์ฃผ ์†Œ์‹
  • Multi-Armed Bandit ๋ฌธ์ œ์— ๋Œ€ํ•œ ์ƒˆ๋กœ์šด ์•Œ๊ณ ๋ฆฌ์ฆ˜
  • Using LoRA for Efficient Stable diffusion Fine-Tuning
  • ๊ฒŒ์ž„ ๊ฐœ๋ฐœ์— ์ธ๊ณต์ง€๋Šฅ ํ™œ์šฉํ•˜๊ธฐ
  • New AI classifier for indicating AI-written text
๐Ÿ˜Open Seminar I JAX, Flax 101
๐Ÿง๋ˆ„๊ฐ€ ๋งŒ๋“ค์—ˆ๋Š”์ง€ ํ™•์ธํ•˜์„ธ์š” (feat. ์•„OO)
AI/SW ์†Œ์‹  
by ๋ชจ๋‘์˜์—ฐ๊ตฌ์†Œ ๋ฆฌ์„œ์น˜์ฝ˜ํ…์ธ ํŒ€
Multi-Armed Bandit ๋ฌธ์ œ์— ๋Œ€ํ•œ ์ƒˆ๋กœ์šด ์•Œ๊ณ ๋ฆฌ์ฆ˜

Google Research์—์„œ 'Multi-Armed Bandit' ๋ฌธ์ œ์— ๋Œ€ํ•œ ์ƒˆ๋กœ์šด ์•Œ๊ณ ๋ฆฌ์ฆ˜์„ ์ œ์‹œํ–ˆ์Šต๋‹ˆ๋‹ค. 'Multi-Armed Bandit' ์•Œ๊ณ ๋ฆฌ์ฆ˜์€ ์Šฌ๋กฏ ๋จธ์‹ ์ด ์–ด๋–ค ์ˆ˜์ต๋ฅ ์„ ๊ฐ€์ง€๋Š”์ง€ ๋ชจ๋ฅด๋Š” ๊ฒฝ์šฐ, ๊ฐฌ๋ธ”๋Ÿฌ๊ฐ€ ํƒ์ƒ‰์„ ์‚ฌ์šฉํ•ด ์ตœ์ ์˜ ์ˆ˜์ต์„ ์ฐพ์•„๋‚ด๋Š” ๊ฐ•ํ™”ํ•™์Šต ์•Œ๊ณ ๋ฆฌ์ฆ˜์ž…๋‹ˆ๋‹ค. Google Research๋Š” 'Upper Confidence Bound(UCB)'๋ผ๋Š” ์•Œ๊ณ ๋ฆฌ์ฆ˜์„ ์ด์šฉํ•จ์œผ๋กœ์จ ๊ธฐ์กด์˜ ์•Œ๊ณ ๋ฆฌ์ฆ˜๋ณด๋‹ค 'Multi-Armed Bandit' ๋ฌธ์ œ์—์„œ ๋” ๋›ฐ์–ด๋‚œ ์„ฑ๋Šฅ์„ ๋ณด์˜€์Šต๋‹ˆ๋‹ค.

Learning with queried hints - Google Research

Using LoRA for Efficient Stable diffusion Fine-Tuning
2022๋…„์„ ๋œจ๊ฒ๊ฒŒ ๋งŒ๋“  ์˜คํ”ˆ ์†Œ์Šค ํ”„๋กœ์ ํŠธ์ธ 'Stable diffusion'์— ๋Œ€ํ•œ ์ด์•ผ๊ธฐ์ž…๋‹ˆ๋‹ค. 'Stable diffusion Fine-Tuning'์„ ์œ„ํ•ด์„œ 'LoRA'๋ฅผ Dreambooth ๋ฐฉ์‹์œผ๋กœ ํ•™์Šตํ–ˆ์Šต๋‹ˆ๋‹ค. ์•„๋ž˜ ๋ธ”๋กœ๊ทธ๋Š” ์œ ๋ช… ์ปจํŠธ๋ฆฌ๋ทฐํ„ฐ(Contributor)์ธ ์‚ฌ์•ผํฌ ํด(Paul Sayak)์ด ์ž‘์„ฑํ–ˆ๋Š”๋ฐ์š”. Diffusion์˜ ํฐ ํ๋ฆ„์„ ํŒŒ์•…ํ•ด ๋ณด์‹ค ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
๊ฒŒ์ž„ ๊ฐœ๋ฐœ์— ์ธ๊ณต์ง€๋Šฅ ํ™œ์šฉํ•˜๊ธฐ
Hugging Face์—์„œ Dylan Ebert๊ฐ€ ์—ฐ์žฌํ•˜๊ณ  ์žˆ๋Š” 'AI for Game Development' ์‹œ๋ฆฌ์ฆˆ๋ฅผ ์†Œ๊ฐœํ•˜๊ณ ์ž ํ•ฉ๋‹ˆ๋‹ค. ๊ฒŒ์ž„ ๊ฐœ๋ฐœ์„ ์œ„ํ•ด์„œ๋Š” Art style, Game design, 3D assets, 2D assets, Story ๋“ฑ์ด ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค. AI for Game Development ์‹œ๋ฆฌ์ฆˆ์—์„œ๋Š” ์ด 5๊ฐ€์ง€ ์š”์†Œ๋ฅผ AI๋ฅผ ํ™œ์šฉํ•ด ๋งŒ๋“ญ๋‹ˆ๋‹ค. Art Style์˜ ๊ฒฝ์šฐ Stable diffusion์„ ์ด์šฉํ•ด์„œ ๋งŒ๋“ค๊ณ  Game Design์˜ ๊ฒฝ์šฐ ChatGPT์— ๋งก๊ฒจ์„œ ๋งŒ๋“ญ๋‹ˆ๋‹ค. 
New AI classifier for indicating AI-written text
ChatGPT๋กœ ์œ ๋ช…ํ•œ ์˜คํ”ˆAI(OpenAI)์—์„œ AI๊ฐ€ ์“ด ํ…์ŠคํŠธ๋ฅผ ๊ตฌ๋ณ„ํ•˜๋Š” ๋ถ„๋ฅ˜๊ธฐ๋ฅผ ๋งŒ๋“ค์—ˆ๋‹ค๊ณ  ํ•ฉ๋‹ˆ๋‹ค. AI๊ฐ€ ๊ธ€์„ ์“ฐ๋Š” ์‹œ๋Œ€์—์„œ ์ด์ œ๋Š” AI๊ฐ€ ์“ด ๊ธ€์ธ์ง€ ์•„๋‹Œ์ง€ ํŒ๋ณ„ํ•˜๋Š” ๋ถ„๋ฅ˜๊ธฐ๊นŒ์ง€ ๋“ฑ์žฅํ–ˆ๋„ค์š”. ์ด ๋‹ค์Œ์€ ์–ด๋–ค ๋ชจ๋ธ์ด ๋‚˜์˜ฌ๊นŒ์š”?
Community News
๐Ÿ’กLAB ์†Œ์‹
by ์‹ ํƒœ์–‘ ์ •์›์‚ฌ
์ด๋ฒˆ ์ฃผ์— ์‹œ์ž‘ํ•ด์š”
  • AIX(AI experience) LAB
  • DAT(Deep Algorithm Trading) LAB ์‹œ์ฆŒ11
ํ•จ๊ป˜ ํ•  LAB ์—ฐ๊ตฌ์›์„ ์ฐพ์•„์š”
  • Generative art for NFTs LAB
  • FUN-LM(Fun-damental LM) LAB
  • Green LAB
  • FIT(Find-A Institute of Technology) LAB
  • VEX(Virtual Entertaining eXperience) LAB
๐ŸŒฑํ’€์žŽ์Šค์ฟจ ์†Œ์‹
by ํ•œํ•ด์—ฐ ์ •์›์‚ฌ
ํ•จ๊ป˜ ํ•  ํ’€์žŽ ์—ฐ๊ตฌ์›์„ ์ฐพ์•„์š”
  • ๋ ˆ์งˆ๋ฆฌ๋จผ์‹œ! - ์ธ๊ฐ„์„ ํ•ดํ‚นํ•˜๋Š” ๊ฐ€์žฅ ์œ„ํ—˜ํ•œ ํ’€์žŽ part.2 
  • ์ดˆ๋ณด์ž๋ฅผ ์œ„ํ•œ PM ์ž…๋ฌธ, UX ๊ธฐํš ๋ถ ์Šคํ„ฐ๋””
  • ๋น„์ „๊ณต์ž์˜ ํŒŒ์ด์ฌ ์ฝ”ํ…Œ ๊ธฐ์ดˆ ๋‹ค์ง€๊ธฐ
  • ๊ฒฝ์ œํ•™์„ ์ฑ…์„ ์ฝ์œผ๋ฉด์„œ ๊ณต๋ถ€ํ•ด์š” โ‹ฏ
๐Ÿซ์•„์ดํŽ  ์†Œ์‹
๋ฉ”ํƒ€๋ฒ„์Šค ํŒŒ์ด์ฌ ๊ต์œก์žฅ OPEN
์—ฌ๊ธฐ์ €๊ธฐ์„œ ๋ณด์ด๋Š” ํŒŒ์ด์ฌ(Python).. ํ•œ ๋ฒˆ ์žฌ๋ฐŒ๊ฒŒ ๋ฐฐ์›Œ๋ณด๊ณ  ์‹ถ๋‚˜์š”? ๋ฉ”ํƒ€๋ฒ„์Šค ํ™˜๊ฒฝ์—์„œ ์‹ค์ œ๋กœ ์ฒดํ—˜ํ•˜๋ฉด์„œ ๋ฐฐ์šธ ์ˆ˜ ์žˆ๋Š” ์„ธ๋ฏธ๋‚˜๋ฅผ ์†Œ๊ฐœํ•ฉ๋‹ˆ๋‹ค. ํŒŒ์ด์ฌ์— ์ž…๋ฌธํ•˜๊ณ  ์‹ถ์€ ์ฃผ๋ณ€์— ๋„๋ฆฌ ์•Œ๋ ค์ฃผ์„ธ์š”!
์ฒญ์†Œ๋…„์„ ์œ„ํ•œ ๊ฒจ์šธ๋ฐฉํ•™ ๋ฌด๋ฃŒ SW/AI ๊ต์œก ํ”„๋กœ๊ทธ๋žจ
๋””์ง€ํ„ธ ์ƒ์‚ฐ์„ฑ ๋„๊ตฌ ๋ฐ AI ํ™œ์šฉ ๋ฐฉ๋ฒ• ํ•™์Šต ๋“ฑ์„ ํ†ตํ•ด ํšจ๊ณผ์ ์ธ ํ•™์Šต ๋ฐฉ์‹์„ ์–ป๊ณ  ์‹ถ๋‹ค๋ฉด!
์ธ๊ณต์ง€๋Šฅ ์›๋ฆฌ๋ฅผ ์ดํ•ดํ•˜๊ณ  ์‹ค์ œ๋กœ ํ™œ์šฉํ•ด ๋ณด๊ณ  ์‹ถ๋‹ค๋ฉด!
๐Ÿง๋ˆ„๊ฐ€ ๋งŒ๋“ค์—ˆ๋Š”์ง€ ํ™•์ธํ•˜์„ธ์š”

์•„์ดํŽ ์€ AI ์ „๋ฌธ ์ปค๋ฎค๋‹ˆํ‹ฐ ๋ชจ๋‘์˜์—ฐ๊ตฌ์†Œ์—์„œ

70๋ช…+ ์—ฐ๊ตฌ์›์ด 1๋…„ ์ด์ƒ ํ•จ๊ป˜ ๊ฐœ๋ฐœํ•œ AI ํ•™๊ต์˜ˆ์š”


๊น€๋ณด๊ฒฝ I Data Analyst

๊น€์ฒ ๋ฏผ I ๊ธ€๋กœ๋ฒŒ ๋ฌด์—ญํ•™๊ณผ ๊ต์ˆ˜ ๊ฒธ Data Scientist

๊น€ํƒœํ—Œ I ๋ฐ์ดํ„ฐ ๋ถ„์„ ๊ต์œก ์œ ํŠœ๋ฒ„ ๊ฒธ DevRel

๋ฐ•์ˆ˜ํ˜ I ๊ฒŒ์ž„ ๊ฐœ๋ฐœ์‚ฌ Data Engineer

๋ฐ•์ •ํ˜„ I ์˜จ๋ผ์ธ ์‡ผํ•‘ ํ”Œ๋žซํผ ML Developer

์†์†Œ์—ฐ I Data Scientist

์œค์„์ฑ„ I ๋งˆ์ผ€ํŒ… Data Analyst

์ด์ˆ˜์•ˆ I IT์—”์ง€๋‹ˆ์–ด๋ง๋Œ€ํ•™ ๊ต์ˆ˜ ๊ฒธ AI ๊ต์œก ์œ ํŠœ๋ฒ„

์ดํ•œ์šธ I ๊ฒŒ์ž„ ๊ฐœ๋ฐœ์‚ฌ AI Researcher

์žฅ๋ น์šฐ I ์˜๋ฃŒ์ธ๊ณต์ง€๋Šฅ ์ „๋ฌธ๊ธฐ์—… AI Developer

โˆถ

"๋ชจ๋‘๋ฅผ ์œ„ํ•œ AI ๊ต์œก์œผ๋กœ ๋” ๋‚˜์€ ์„ธ์ƒ์„ ๋งŒ๋“ค์–ด ๋ณด์ž"

ํ˜„์—…๊ณผ ํ•™๊ณ„์˜ ์ „๋ฌธ๊ฐ€๋“ค์ด ํž˜์„ ๋ชจ์•„ ํƒ„์ƒํ•œ AI ์ „๋ฌธ ํ•™๊ต


์•„์ดํŽ (AIFFEL)์—์„œ ์ง€์‹์„ ๋‚˜๋ˆ„๋ฉฐ ์˜ค๋žซ๋™์•ˆ ์„ฑ์žฅํ•˜์„ธ์š”!

์ง€๊ธˆ, ์•„์ดํŽ  ์ฐพ์•„๊ฐ€๊ธฐ >
๐Ÿ˜Open Seminar
๊ตฌ๊ธ€๊ณผ Hugging Face์—์„œ ๋ฐ€๊ณ  ์žˆ๋Š” ๊ณ ์„ฑ๋Šฅ ๋”ฅ๋Ÿฌ๋‹ ํ”„๋ ˆ์ž„์›Œํฌ: JAX/Flax 101
  • ์ผ์‹œ: 2023๋…„ 2์›” 7์ผ ํ™”์š”์ผ I 7:30PM-8:30PM
  • ์žฅ์†Œ: ์žฅ์†Œ: ๋ชจ๋‘์˜์—ฐ๊ตฌ์†Œ ๊ฐ•๋‚จ์บ ํผ์Šค ๋ฐ ์œ ํŠœ๋ธŒ ๋ผ์ด๋ธŒ
  • ์—ฐ์‚ฌ: ๋ฐ•์ •ํ˜„๋‹˜
  • ์ฝ˜ํ…์ธ : JAX/Flax 101 I JAX/Flax LAB ์†Œ๊ฐœ I Q&A
์—ด๋ฆฐ ์„ธ๋ฏธ๋‚˜ ์‹ ์ฒญํ•˜๋Ÿฌ ๊ฐ€๊ธฐ >
๋‹˜ ์˜ค๋Š˜๋„ ๊ณ ๋งˆ์›Œ์š”. ๋‹ค์Œ์ฃผ์— ๋˜ ๋งŒ๋‚˜์š”! ๐Ÿค—
์•—, ๋ ˆํ„ฐ๊ฐ€ ๋ฉ”์ผํ•จ์—์„œ ์•ˆ ๋ณด์ด๋‚˜์š”?
  • ์ŠคํŒธ๋ฉ”์ผํ•จ์—์„œ ์šธ๊ณ  ์žˆ์„์ง€๋„ ๋ชฐ๋ผ์š”. ์ฐพ์•„๊ฐ€ ํ™•์ธํ•ด ๋ณด์„ธ์š”!
  • ์ฃผ์†Œ๋ก์— ๋ชจ๋‘์˜์—ฐ๊ตฌ์†Œ ์ด๋ฉ”์ผ ์ฃผ์†Œ(modulabs01@gmail.com)๋ฅผ ์ถ”๊ฐ€ํ•ด ์ฃผ์„ธ์š”.
(์ฃผ)๋ชจ๋‘์˜์—ฐ๊ตฌ์†Œ
์„œ์šธ์‹œ ๊ฐ•๋‚จ๊ตฌ ๊ฐ•๋‚จ๋Œ€๋กœ 324(์—ญ์‚ผ๋””์˜ค์ŠˆํŽ˜๋ฆฌ์›€) 2์ธต