Upgrade to Pro — share decks privately, control downloads, hide ads and more …

What if...? 처음부터 다시 LLM 어플리케이션을 개발한다면

Avatar for Hoon Heo Hoon Heo
July 25, 2024
Technology
0
2.4k

What if...? 처음부터 다시 LLM 어플리케이션을 개발한다면

Liner LLM 어플리케이션 개발 배움: Orchestration, Cost Operation, Fine-tuning

Avatar for Hoon Heo

Hoon Heo

July 25, 2024
Tweet

More Decks by Hoon Heo

See All by Hoon Heo
LLM 시대의 Compliance: Safety & Security
Avatar for Hoon Heo huffon
0
700
신뢰할 수 있는 AI 검색 엔진을 만들기 위한 Liner의 여정
Avatar for Hoon Heo huffon
0
1.5k
​고군분투 LLM 프로덕트 적용기: Blind Prompting 부터 Agent까지
Avatar for Hoon Heo huffon
3
2k
Autonomous Agent in Production
Avatar for Hoon Heo huffon
2
1.2k
Generative UX in LLM Application
Avatar for Hoon Heo huffon
1
1.1k

Other Decks in Technology

See All in Technology
九州の人に知ってもらいたいGISスポット / gis spot in kyushu 2025
Avatar for sakaik sakaik
0
160
AI時代の経営、Bet AI Vision #BetAIDay
Avatar for LayerX layerx
PRO
1
2.1k
事業特性から逆算したインフラ設計
Avatar for UPSIDER, Inc. Tech&Product div. upsider_tech
0
140
金融サービスにおける高速な価値提供とAIの役割 #BetAIDay
Avatar for LayerX layerx
PRO
1
840
20250807_Kiroと私の反省会
Avatar for Rika.I riz3f7
0
230
Intro to Software Startups: Spring 2025
Avatar for Arnab Nandi arnabdotorg
0
260
Claude Codeから我々が学ぶべきこと
Avatar for Oikon oikon48
10
2.8k
Claude Codeは仕様駆動の夢を見ない
Avatar for Gota gotalab555
23
6.7k
Backlog AI アシスタントが切り開く未来
Avatar for vvatanabe vvatanabe
1
140
JAWS AI/ML #30 AI コーディング IDE "Kiro" を触ってみよう
Avatar for Riku INADA inariku
3
380
「AIと一緒にやる」が当たり前になるまでの奮闘記
Avatar for KAKEHASHI kakehashi
PRO
3
150
僕たちが「開発しやすさ」を求め 模索し続けたアーキテクチャ #アーキテクチャ勉強会_findy
Avatar for 弁護士ドットコム bengo4com
0
2.4k

Featured

See All Featured
Principles of Awesome APIs and How to Build Them.
Avatar for Keavy McMinn keavy
126
17k
Save Time (by Creating Custom Rails Generators)
Avatar for Garrett Dimon garrettdimon
PRO
32
1.3k
Six Lessons from altMBA
Avatar for Skipper Chong Warson skipperchong
28
3.9k
The Success of Rails: Ensuring Growth for the Next 100 Years
Avatar for Eileen M. Uchitelle eileencodes
46
7.6k
How GitHub (no longer) Works
Avatar for Zach Holman holman
314
140k
Responsive Adventures: Dirty Tricks From The Dark Corners of Front-End
Avatar for Vitaly Friedman smashingmag
251
21k
KATA
Avatar for Megan Lloyd mclloyd
32
14k
Speed Design
Avatar for Sergey Chernyshev sergeychernyshev
32
1.1k
Gamification - CAS2011
Avatar for David Bonilla davidbonilla
81
5.4k
Reflections from 52 weeks, 52 projects
Avatar for Jefferson Lam jeffersonlam
351
21k
Building Flexible Design Systems
Avatar for Yesenia Perez-Cruz yeseniaperezcruz
328
39k
Building Better People: How to give real-time feedback that sticks.
Avatar for Will Jessup wjessup
367
19k

Transcript

  1. ,BSUFS)FP!-JOFS What if…? ୊਺ࠗఠ ׮द LLM য೒ܻா੉࣌ਸ ѐߊೠ׮ݶ : ૑դ

    1֙ р੄ ߓ਑ ӒܻҊ ࢿࣼ೧оח ী੉੹౟ ѐߊ ࢤక҅

  2. ݾର 0SDIFTUSBUJPO $PTU0QFSBUJPO 'JOFUVOJOH

  3. Orchestration

  4. Orchestration ݽ؛ࢶఖदੌ߈੸ੋҊ۰ࢎ೦ ↟$POUFYU-FOHUI ↟1FSGPSNBODF ↟-BUFODZ ↟$PTU ↟3BUFMJNJU ↟4BGFUZ'JMUFS

  5. Orchestration ഑਷ࢎਊ੗ীѱݽ؛ࢶఖӂਸઁҕ೧ঠೡࣻ੓਺

  6. Orchestration ׮নೞѱߊࢤೡࣻ੓ח࠙ӝ߂'BMMCBDL۽૒ ↟૑ա஖ѱӟਃ୒੉ٜয৳ਸٸ ੉ܳযڌѱ୊ܻೡѪੋо  ↟઱۱ݽ؛੉3BUFMJNJUীѦܻѱغ঻ਸٸ ੉ܳযڌѱ୊ܻೡѪੋо  ↟ࢿמࠁ׮ࣘبա࠺ਊ੉઺ਃೠ҃਋ ੉ܳযڌѱ୊ܻೡѪੋо

     ↟ࢎਊ੗оਗೞחݽ؛ਸ૒੽ࢶఖೠ҃਋ ੉ܳযڌѱ୊ܻೡѪੋо  ↟ਗ஖ঋח࢚ടীࢲ೙ఠ݂੉Ѧܽ҃਋ ੉ܳযڌѱ୊ܻೡѪੋо  ↟j

  7. Orchestration .PEFM'BNJMZ߹۽׹߸ࢤࢿ۽૒ਸ߹ѐҳഅ೧઱যঠೣ

  8. Orchestration ੉ਬחݽفة੗੸ੋ4%,ܳഝਊೞҊ੓ӝٸޙ 0QFO"*4%, (PPHMF(FNJOJ4%,

  9. Orchestration ೞա੄4%,ীࢲࢲ۽׮ܲী۞ী؀ೠ'BMMCBDLਸೠٲೠٲҳഅ೧ঠೣ $POUFYU-FOHUI 4BGFUZ 3BUF-JNJU

  10. Orchestration ী੉੹౟ѐߊਸҳਗ೧઴-JUF--.

  11. Orchestration ాੌػੋఠಕ੉झ۽ࢲ۽׮ܲݽ؛ഝਊҗ'BMMCBDL؀਽੉оמ

  12. Orchestration ాੌػੋఠಕ੉झ۽ࢲ۽׮ܲݽ؛ഝਊҗ'BMMCBDL؀਽੉оמ

  13. Orchestration ాੌػੋఠಕ੉झ۽ࢲ۽׮ܲݽ؛ഝਊҗ'BMMCBDL؀਽੉оמ

  14. Orchestration ઑӘ؊਄बਸղࠄ׮ݶ3PVUF--.ѐ֛ө૑੸ਊ

  15. Orchestration ׮নೞѱߊࢤೡࣻ੓ח࠙ӝ߂'BMMCBDL۽૒ ↟૑ա஖ѱӟਃ୒੉ٜয৳ਸٸ ੉ܳযڌѱ୊ܻೡѪੋо  ↟઱۱ݽ؛੉3BUFMJNJUীѦܻѱغ঻ਸٸ ੉ܳযڌѱ୊ܻೡѪੋо  ↟ࢿמࠁ׮ࣘبա࠺ਊ੉઺ਃೠ҃਋ ੉ܳযڌѱ୊ܻೡѪੋо

     ↟ࢎਊ੗оਗೞחݽ؛ਸ૒੽ࢶఖೠ҃਋ ੉ܳযڌѱ୊ܻೡѪੋо  ↟ਗ஖ঋח࢚ടীࢲ೙ఠ݂੉Ѧܽ҃਋ ੉ܳযڌѱ୊ܻೡѪੋо  ↟j

  16. Orchestration 3PVUF--.਷औѱ݈೧௪ܻܳۄ਋ఠীకਕ੸׼ೠݽ؛۽ࠁղחѐ֛

  17. Orchestration 3PVUF--.ѐ֛੄੸ਊਸా೧ࣘب৬࠺ਊ୭੸ചоמ

  18. Cost Operation

  19. Cost Operation ݆਷ӝস੉--.࠺ਊҙܻীয۰਑ਸѻҊ੓਺

  20. Cost Operation ৔ܻӝস਷ѾҴઁಿਸా೧੉ਮਸٜ݅যյࣻ੓যঠೣ

  21. Cost Operation ࠺ऴоѺഋࢿਵ۽߸ز࠺ࢿѺীоӰѱ࠙ܨغח--.࠺ਊ

  22. Cost Operation ѾҴ--.য೒ܻா੉࣌਷--.࠺ਊ୭੸ചীٮۄӝস੉ਮী৔ೱਸ઱ѱؽ

  23. Cost Operation ޷द੸ҙ੼ীࢲஹನք౟ױਤ࠺ਊ࠺઺ী؀ೠхਸղ੤ച೧ঠೣ

  24. Cost Operation xyz ࡺ݅ইפۄੌ੗߹۽যځೠন࢚ਸࠁ੉ח૑ ౠ੉੼਷হ঻ח૑١بҙஏ

  25. Cost Operation Ѣद੸ҙ੼ীࢲੌр࠺ਊ૑ࠛ੉যڌѱഋࢿغח૑ب੗زചా೧ҙஏ

  26. Cost Operation ب؀୓੉۞ೠࣻ஖חযڌѱࢸ੿ೞѱغחѦө

  27. Cost Operation ೠݺ੄ࢎਊ੗ীѱ঴݃ܳߥযٜੌࣻ੓ח૑҅࢑

  28. Cost Operation ೠݺ੄ࢎਊ੗ীѱੌрदр࠙рಣӐ঴݃ܳై੗ೡࣻ੓ח૑҅࢑

  29. Cost Operation ੸੿ై੗оמࣻ஖ܳઁಿী੸ਊ

  30. Cost Operation ୭Ӕ--.оѺ࠺Үبҳب݆੉աয়Ҋ੓਺

  31. Cost Operation ↟࠺ਊী੓য--.ীై੗оמೠࣻળী؀ೠхਸ૑פҊ੓যঠೣ ↟੉ীӝ߈ೞৈ#VEHFUJOH 3PVUJOH 5ISFTIPME١੸ਊ ↟૑ࣘ੸ਵ۽ઑ૒ղ࠺ਊхпਸ੊൧ࣻ੓ب۾ݽפఠ݂ दпചъച ↟--.ਸ׸׼ೞחઑ૒਷ࢿמ ࠺ਊ

    ࣘبࣁਃੋী؀೧ࢻࣁೞѱ੽Ӕ ↟ࣁਃੋ઺बਵ۽ઑ૒ݾ಴ܳࢸ੿ೞҊ ୭੸ചܳਤೠز۱ਸٜ݅যঠೣ

  32. Fine-tuning

  33. Fine-tuning: ࣁ ױ҅۽ ա־য ࠁח LLM য೒ܻா੉࣌ ߊ੹ ઱ӝ 1IBTF

    0QFO"* "OUISPQJD (FNJOJ١ 1SPWJEFSഝਊ೧য೒ܻா੉࣌ҳഅ 1&'5

  34. Fine-tuning: ࣁ ױ҅۽ ա־য ࠁח LLM য೒ܻா੉࣌ ߊ੹ ઱ӝ 1IBTF

    1IBTF 0QFO"* "OUISPQJD (FNJOJ١ 1SPWJEFSഝਊ೧য೒ܻா੉࣌ҳഅ 'JSFXPSLT"* 5PHFUIFS"*١ ݽ؛೟ण߂ࢲࡂ೒ۖಬഝਊ 1&'5 1&'5

  35. Fine-tuning: ࣁ ױ҅۽ ա־য ࠁח LLM য೒ܻா੉࣌ ߊ੹ ઱ӝ 1IBTF

    1IBTF 1IBTF 0QFO"* "OUISPQJD (FNJOJ١ 1SPWJEFSഝਊ೧য೒ܻா੉࣌ҳഅ 'JSFXPSLT"* 5PHFUIFS"*١ ݽ؛೟ण߂ࢲࡂ೒ۖಬഝਊ (16௿۞झఠഛࠁ೧ ૒੽ݽ؛೟ण߂ࢲࡂ୭੸ച 1&'5 1&'5 1&'5 'VMMQBSBNFUFSUVOJOH 1PTUUSBJOJOH

  36. Fine-tuning: ࣁ ױ҅۽ ա־য ࠁח LLM য೒ܻா੉࣌ ߊ੹ ઱ӝ 1IBTF

    1IBTF 1IBTF 0QFO"* "OUISPQJD (FNJOJ١ 1SPWJEFSഝਊ೧য೒ܻா੉࣌ҳഅ 'JSFXPSLT"* 5PHFUIFS"*١ ݽ؛೟ण߂ࢲࡂ೒ۖಬഝਊ (16௿۞झఠഛࠁ೧ ૒੽ݽ؛೟ण߂ࢲࡂ୭੸ച 1&'5 1&'5 1&'5 'VMMQBSBNFUFSUVOJOH 1PTUUSBJOJOH -JOFSח੉ױ҅ীਤ஖ ֙ਘ

  37. Fine-tuning 'JOFUVOJOHਵ۽ֈযоӝ੹'JOFUVOJOHਸ೧ঠ݅ೞח੉ਬী؀೧೤੄ܳݏ୶যঠೣ

  38. Fine-tuning 'JOFUVOJOHਸా೧--.࠺ਊ୭੸ചܳ੉ܖযյࣻ੓ਸ૑  ೐۽ં࣌೙ਃ

  39. Fine-tuning 'JOFUVOJOHਸా೧ఋࢎࠁ׮ڪযդஹನք౟ٜܳ݅যյࣻ੓ਸ૑  ࢿמૐݺ೙ਃ

  40. Fine-tuning 'JOFUVOJOHਸా೧ۨߡܻ૑ೡࣻ੓ח1SPQSJFUBSZؘ੉ఠо੓ח૑  झझ۽ঌҊ੓ਸѪ

  41. Fine-tuning খ੄җ੿ਸ૑աݶಽҊ੗ೞחޙઁী؀ೠ੿੄о೙ࣻ੸

  42. Fine-tuning ޙઁ੿੄о࢚ࣁ൤ ೤੄ػ଻۽غ૑ঋਵݶ೟ण੉়ڨೞѱൗ۞тࣻ੓਺

  43. Fine-tuning ੉റ೟णҗ੿ীࢲஏ੿ೡࣻ੓חݫ౟ܼী؀ೠ੿੄о೙ਃ

  44. Fine-tuning ੹ా੸ੋݫ౟ܼ੄੸ਊ੉য۵׮ݶ--.BTB+VEHFܳഝਊ೧ࠅࣻ੓਺

  45. Fine-tuning ੿੄ػޙઁ৬ݫ౟ܼ ӒܻҊపझ౟ؘ੉ఠࣇী؀ೠ"4*4ஏ੿

  46. Fine-tuning ೟णػݽ؛੄ࢿמҗ"4*4࠺Үೞݴࢿמ ࠺ਊ ࣘبୋب۽ߓನѾ੿

  47. We are hiring!

  48. Thank you 5IBOLTUP5ZMFS ,BOF ,BJ +VTUJO♥