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

What if...? 처음부터 다시 LLM 어플리케이션을 개발한다면

Hoon Heo
July 25, 2024
Technology
0
2.3k

What if...? 처음부터 다시 LLM 어플리케이션을 개발한다면

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

Hoon Heo

July 25, 2024
Tweet

More Decks by Hoon Heo

See All by Hoon Heo
LLM 시대의 Compliance: Safety & Security
huffon
0
500
신뢰할 수 있는 AI 검색 엔진을 만들기 위한 Liner의 여정
huffon
0
830
​고군분투 LLM 프로덕트 적용기: Blind Prompting 부터 Agent까지
huffon
3
1.9k
Autonomous Agent in Production
huffon
2
1.2k
Generative UX in LLM Application
huffon
1
1k

Other Decks in Technology

See All in Technology
自社 200 記事を元に整理した読みやすいテックブログを書くための Tips 集
masakihirose
2
350
Docker Desktop で Docker を始めよう
zembutsu
PRO
0
200
月間60万ユーザーを抱える 個人開発サービス「Walica」の 技術スタック変遷
miyachin
1
160
Oracle Base Database Service 技術詳細
oracle4engineer
PRO
6
55k
[JSAC 2025 LT] Introduction to MITRE ATT&CK utilization tools by multiple LLM agents and RAG
4su_para
1
110
EMConf JP の楽しみ方 / How to enjoy EMConf JP
pauli
2
150
JuliaTokaiとJuliaLangJaの紹介 for NGK2025S
antimon2
1
130
2024AWSで個人的にアツかったアップデート
nagisa53
1
110
トラブルシュートを楽しもう (wakamonog meeting 15)
recuraki
1
280
機械学習を「社会実装」するということ 2025年版 / Social Implementation of Machine Learning 2025 Version
moepy_stats
8
2k
Amazon Route 53, 待ちに待った TLSAレコードのサポート開始
kenichinakamura
0
180
色々なAWSサービス名の由来を調べてみた
iriikeita
0
110

Featured

See All Featured
Code Review Best Practice
trishagee
65
17k
Agile that works and the tools we love
rasmusluckow
328
21k
Automating Front-end Workflow
addyosmani
1366
200k
The Art of Delivering Value - GDevCon NA Keynote
reverentgeek
8
1.2k
Visualizing Your Data: Incorporating Mongo into Loggly Infrastructure
mongodb
44
9.4k
Gamification - CAS2011
davidbonilla
80
5.1k
XXLCSS - How to scale CSS and keep your sanity
sugarenia
248
1.3M
The Web Performance Landscape in 2024 [PerfNow 2024]
tammyeverts
3
360
Imperfection Machines: The Place of Print at Facebook
scottboms
267
13k
Fantastic passwords and where to find them - at NoRuKo
philnash
50
2.9k
Product Roadmaps are Hard
iamctodd
PRO
50
11k
jQuery: Nuts, Bolts and Bling
dougneiner
63
7.6k

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♥