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
680
신뢰할 수 있는 AI 검색 엔진을 만들기 위한 Liner의 여정
Avatar for Hoon Heo huffon
0
1.4k
​고군분투 LLM 프로덕트 적용기: Blind Prompting 부터 Agent까지
Avatar for Hoon Heo huffon
3
1.9k
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
KubeCon + CloudNativeCon Japan 2025 Recap Opening & Choose Your Own Adventureシリーズまとめ
Avatar for mm-matsuda mmmatsuda
0
240
AIとともに進化するエンジニアリング / Engineering-Evolving-with-AI_final.pdf
Avatar for LINEヤフーTech (LY Corporation Tech) lycorptech_jp
PRO
0
140
mrubyと micro-ROSが繋ぐロボットの世界
Avatar for Katsuhiko Kageyama kishima
3
390
20250625 Snowflake Summit 2025活用事例 レポート / Nowcast Snowflake Summit 2025 Case Study Report
Avatar for K.Osawa kkuv
1
370
AWS認定を取る中で感じたこと
Avatar for Siromi siromi
1
130
5min GuardDuty Extended Threat Detection EKS
Avatar for takakuni takakuni
0
180
ネットワーク保護はどう変わるのか？re:Inforce 2025最新アップデート解説
Avatar for Shun Tokuyama tokushun
0
160
KiCadでPad on Viaの基板作ってみた
Avatar for misoji engineer iotengineer22
0
210
CI/CD/IaC 久々に0から環境を作ったらこうなりました
Avatar for Kaz Watanabe kaz29
1
200
GeminiとNotebookLMによる金融実務の業務革新
Avatar for abenben abenben
0
250
「Chatwork」の認証基盤の移行とログ活用によるプロダクト改善
Avatar for kubell kubell_hr
1
240
プロダクトエンジニアリング組織への歩み、その現在地 / Our journey to becoming a product engineering organization
Avatar for hiro-torii hiro_torii
0
140

Featured

See All Featured
Side Projects
Avatar for Sacha Greif sachag
455
42k
Helping Users Find Their Own Way: Creating Modern Search Experiences
Avatar for Dan Newman danielanewman
29
2.7k
Dealing with People You Can't Stand - Big Design 2015
Avatar for Cassini Nazir cassininazir
367
26k
Testing 201, or: Great Expectations
Avatar for Joseph Mastey jmmastey
42
7.6k
Site-Speed That Sticks
Avatar for Harry Roberts csswizardry
10
680
Art, The Web, and Tiny UX
Avatar for Lynn Fisher lynnandtonic
299
21k
Visualization
Avatar for Eitan Lees eitanlees
146
16k
The Web Performance Landscape in 2024 [PerfNow 2024]
Avatar for Tammy Everts tammyeverts
8
680
Code Review Best Practice
Avatar for Trisha Gee trishagee
69
18k
[RailsConf 2023] Rails as a piece of cake
Avatar for Vladimir Dementyev palkan
55
5.6k
Building Better People: How to give real-time feedback that sticks.
Avatar for Will Jessup wjessup
367
19k
Designing for Performance
Avatar for Lara Hogan lara
609
69k

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♥