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
2.5k
0

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

More Decks by Hoon Heo

See All by Hoon Heo
LLM 시대의 Compliance: Safety & Security
Avatar for Hoon Heo huffon
0
800
신뢰할 수 있는 AI 검색 엔진을 만들기 위한 Liner의 여정
Avatar for Hoon Heo huffon
0
1.6k
​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
1.3k
Generative UX in LLM Application
Avatar for Hoon Heo huffon
1
1.1k

Other Decks in Technology

See All in Technology
伝票作成AIエージェントを支える、LLMOpsとインフラの選択肢 / AICon2026_takeda
Avatar for Rakus_Dev rakus_dev
0
220
複数プロダクトで進めるAI機能実装 ── 実践から得たリアルな学びとロードマップ実現への挑戦 / AICon2026_yanari
Avatar for Rakus_Dev rakus_dev
0
230
CDKで書くECSのベストプラクティス、 改めて考え直す2026 #cdkconf2026
Avatar for maki makies
3
880
データエンジニアリングとドメイン駆動設計
Avatar for 増田 亨 masuda220
PRO
9
1.4k
SRE Next 2026 何でも屋からの脱却
Avatar for Masato Bito bto
0
1.1k
2年前に削除したPHPクラスが、 ある日突然決済をエラーにした
Avatar for ykagano ykagano
1
600
発表と総括 / Presentations and Summary
Avatar for Kenji Saito ks91
PRO
0
150
キャリアLT会#3
Avatar for Beli beli68
0
150
DatabricksにおけるMCPソリューション
Avatar for Takaaki Yayoi taka_aki
1
310
「早く出す」より「事業に効く」 ── 顧客の業務サイクルから逆算するAI時代の二重ループ開発と「変化の設計者」 / devsumi2026
Avatar for Rakus_Dev rakus_dev
1
490
大量データに対しても、生成AIを用いてリーズナブルにデータ加工をしたい！Databricksのai_queryについて調べてみた
Avatar for Kamoshika kamoshika
1
230
AI時代の開発生産性は、個人技からチーム設計へ
Avatar for Atsushi Nakatsugawa moongift
PRO
4
2.4k

Featured

See All Featured
Put a Button on it: Removing Barriers to Going Fast.
Avatar for kastner kastner
60
4.4k
Paper Plane (Part 1)
Avatar for Katie Cordina Lindsey katiecoart
PRO
1
9.7k
職位にかかわらず全員がリーダーシップを発揮するチーム作り / Building a team where everyone can demonstrate leadership regardless of position
Avatar for MADOX madoxten
64
56k
Mozcon NYC 2025: Stop Losing SEO Traffic
Avatar for Sam Torres samtorres
1
400
Bootstrapping a Software Product
Avatar for Garrett Dimon garrettdimon
PRO
307
120k
Music & Morning Musume
Avatar for Bryan Veloso bryan
47
7.3k
Groundhog Day: Seeking Process in Gaming for Health
Avatar for Sebastian Deterding codingconduct
0
250
Conquering PDFs: document understanding beyond plain text
Avatar for Ines Montani inesmontani
PRO
4
2.9k
Reality Check: Gamification 10 Years Later
Avatar for Sebastian Deterding codingconduct
0
2.2k
Scaling GitHub
Avatar for Zach Holman holman
464
140k
Building Adaptive Systems
Avatar for Chris Keathley keathley
44
3.1k
Future Trends and Review - Lecture 12 - Web Technologies (1019888BNR)
Avatar for Beat Signer signer
PRO
0
3.6k

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♥