Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
What if...? 처음부터 다시 LLM 어플리케이션을 개발한다면
Search
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
Hoon Heo
July 25, 2024
Tweet
Share
More Decks by Hoon Heo
See All by Hoon Heo
LLM 시대의 Compliance: Safety & Security
huffon
0
700
신뢰할 수 있는 AI 검색 엔진을 만들기 위한 Liner의 여정
huffon
0
1.5k
고군분투 LLM 프로덕트 적용기: Blind Prompting 부터 Agent까지
huffon
3
2k
Autonomous Agent in Production
huffon
2
1.2k
Generative UX in LLM Application
huffon
1
1.1k
Other Decks in Technology
See All in Technology
バッチ処理で悩むバックエンドエンジニアに捧げるAWS Glue入門
diggymo
3
200
JTCにおける内製×スクラム開発への挑戦〜内製化率95%達成の舞台裏/JTC's challenge of in-house development with Scrum
aeonpeople
0
210
ハードウェアとソフトウェアをつなぐ全てを内製している企業の E2E テストの作り方 / How to create E2E tests for a company that builds everything connecting hardware and software in-house
bitkey
PRO
1
120
dbt開発 with Claude Codeのためのガードレール設計
10xinc
2
1.2k
未経験者・初心者に贈る!40分でわかるAndroidアプリ開発の今と大事なポイント
operando
5
370
react-callを使ってダイヤログをいろんなとこで再利用しよう!
shinaps
1
230
S3アクセス制御の設計ポイント
tommy0124
3
190
「何となくテストする」を卒業するためにプロダクトが動く仕組みを理解しよう
kawabeaver
0
390
エラーとアクセシビリティ
schktjm
1
1.2k
ChatGPTとPlantUML/Mermaidによるソフトウェア設計
gowhich501
1
130
職種の壁を溶かして開発サイクルを高速に回す~情報透明性と職種越境から考えるAIフレンドリーな職種間連携~
daitasu
0
150
Autonomous Database - Dedicated 技術詳細 / adb-d_technical_detail_jp
oracle4engineer
PRO
4
10k
Featured
See All Featured
Producing Creativity
orderedlist
PRO
347
40k
A designer walks into a library…
pauljervisheath
207
24k
Code Review Best Practice
trishagee
70
19k
Done Done
chrislema
185
16k
Building an army of robots
kneath
306
46k
Sharpening the Axe: The Primacy of Toolmaking
bcantrill
44
2.5k
No one is an island. Learnings from fostering a developers community.
thoeni
21
3.4k
Refactoring Trust on Your Teams (GOTO; Chicago 2020)
rmw
34
3.1k
Connecting the Dots Between Site Speed, User Experience & Your Business [WebExpo 2025]
tammyeverts
8
520
Optimising Largest Contentful Paint
csswizardry
37
3.4k
How to Create Impact in a Changing Tech Landscape [PerfNow 2023]
tammyeverts
53
2.9k
Bootstrapping a Software Product
garrettdimon
PRO
307
110k
Transcript
,BSUFS)FP!-JOFS What if…? ࠗఠ द LLM যܻா࣌ਸ ѐߊೠݶ : դ
1֙ р ߓ ӒܻҊ ࢿࣼ೧оח ী ѐߊ ࢤక҅
ݾର 0SDIFTUSBUJPO $PTU0QFSBUJPO 'JOFUVOJOH
Orchestration
Orchestration ݽ؛ࢶఖदੌ߈ੋҊ۰ࢎ೦ ↟$POUFYU-FOHUI ↟1FSGPSNBODF ↟-BUFODZ ↟$PTU ↟3BUFMJNJU ↟4BGFUZ'JMUFS
Orchestration ࢎਊীѱݽ؛ࢶఖӂਸઁҕ೧ঠೡࣻ
Orchestration নೞѱߊࢤೡࣻח࠙ӝ߂'BMMCBDL۽ ↟աѱӟਃٜয৳ਸٸ ܳযڌѱܻೡѪੋо ↟۱ݽ؛3BUFMJNJUীѦܻѱغਸٸ ܳযڌѱܻೡѪੋо ↟ࢿמࠁࣘبա࠺ਊਃೠ҃ ܳযڌѱܻೡѪੋо
↟ࢎਊоਗೞחݽ؛ਸࢶఖೠ҃ ܳযڌѱܻೡѪੋо ↟ਗঋח࢚ടীࢲఠ݂Ѧܽ҃ ܳযڌѱܻೡѪੋо ↟j
Orchestration .PEFM'BNJMZ߹۽߸ࢤࢿ۽ਸ߹ѐҳഅ೧যঠೣ
Orchestration ਬחݽفةੋ4%,ܳഝਊೞҊӝٸޙ 0QFO"*4%, (PPHMF(FNJOJ4%,
Orchestration ೞա4%,ীࢲࢲ۽ܲী۞ীೠ'BMMCBDLਸೠٲೠٲҳഅ೧ঠೣ $POUFYU-FOHUI 4BGFUZ 3BUF-JNJU
Orchestration ীѐߊਸҳਗ೧-JUF--.
Orchestration ాੌػੋఠಕझ۽ࢲ۽ܲݽ؛ഝਊҗ'BMMCBDLоמ
Orchestration ాੌػੋఠಕझ۽ࢲ۽ܲݽ؛ഝਊҗ'BMMCBDLоמ
Orchestration ాੌػੋఠಕझ۽ࢲ۽ܲݽ؛ഝਊҗ'BMMCBDLоמ
Orchestration ઑӘ؊बਸղࠄݶ3PVUF--.ѐ֛өਊ
Orchestration নೞѱߊࢤೡࣻח࠙ӝ߂'BMMCBDL۽ ↟աѱӟਃٜয৳ਸٸ ܳযڌѱܻೡѪੋо ↟۱ݽ؛3BUFMJNJUীѦܻѱغਸٸ ܳযڌѱܻೡѪੋо ↟ࢿמࠁࣘبա࠺ਊਃೠ҃ ܳযڌѱܻೡѪੋо
↟ࢎਊоਗೞחݽ؛ਸࢶఖೠ҃ ܳযڌѱܻೡѪੋо ↟ਗঋח࢚ടীࢲఠ݂Ѧܽ҃ ܳযڌѱܻೡѪੋо ↟j
Orchestration 3PVUF--.औѱ݈೧௪ܻܳۄఠীకਕೠݽ؛۽ࠁղחѐ֛
Orchestration 3PVUF--.ѐ֛ਊਸా೧ࣘب৬࠺ਊ୭ചоמ
Cost Operation
Cost Operation ݆ӝস--.࠺ਊҙܻীয۰ਸѻҊ
Cost Operation ܻӝসѾҴઁಿਸా೧ਮਸٜ݅যյࣻযঠೣ
Cost Operation ࠺ऴоѺഋࢿਵ۽߸ز࠺ࢿѺীоӰѱ࠙ܨغח--.࠺ਊ
Cost Operation ѾҴ--.যܻா࣌--.࠺ਊ୭ചীٮۄӝসਮীೱਸѱؽ
Cost Operation दҙীࢲஹನքױਤ࠺ਊ࠺ীೠхਸղച೧ঠೣ
Cost Operation xyz ࡺ݅ইפۄੌ߹۽যځೠন࢚ਸࠁח ౠহח١بҙஏ
Cost Operation Ѣदҙীࢲੌр࠺ਊࠛযڌѱഋࢿغחبزചా೧ҙஏ
Cost Operation ب۞ೠࣻחযڌѱࢸೞѱغחѦө
Cost Operation ೠݺࢎਊীѱ݃ܳߥযٜੌࣻח҅
Cost Operation ೠݺࢎਊীѱੌрदр࠙рಣӐ݃ܳైೡࣻח҅
Cost Operation ైоמࣻܳઁಿীਊ
Cost Operation ୭Ӕ--.оѺ࠺Үبҳب݆աয়Ҋ
Cost Operation ↟࠺ਊীয--.ীైоמೠࣻળীೠхਸפҊযঠೣ ↟ীӝ߈ೞৈ#VEHFUJOH 3PVUJOH 5ISFTIPME١ਊ ↟ࣘਵ۽ઑղ࠺ਊхпਸ൧ࣻب۾ݽפఠ݂ दпചъച ↟--.ਸೞחઑࢿמ ࠺ਊ
ࣘبࣁਃੋী೧ࢻࣁೞѱӔ ↟ࣁਃੋबਵ۽ઑݾܳࢸೞҊ ୭ചܳਤೠز۱ਸٜ݅যঠೣ
Fine-tuning
Fine-tuning: ࣁ ױ҅۽ ա־য ࠁח LLM যܻா࣌ ߊ ӝ 1IBTF
0QFO"* "OUISPQJD (FNJOJ١ 1SPWJEFSഝਊ೧যܻா࣌ҳഅ 1&'5
Fine-tuning: ࣁ ױ҅۽ ա־য ࠁח LLM যܻா࣌ ߊ ӝ 1IBTF
1IBTF 0QFO"* "OUISPQJD (FNJOJ١ 1SPWJEFSഝਊ೧যܻா࣌ҳഅ 'JSFXPSLT"* 5PHFUIFS"*١ ݽ؛ण߂ࢲࡂۖಬഝਊ 1&'5 1&'5
Fine-tuning: ࣁ ױ҅۽ ա־য ࠁח LLM যܻா࣌ ߊ ӝ 1IBTF
1IBTF 1IBTF 0QFO"* "OUISPQJD (FNJOJ١ 1SPWJEFSഝਊ೧যܻா࣌ҳഅ 'JSFXPSLT"* 5PHFUIFS"*١ ݽ؛ण߂ࢲࡂۖಬഝਊ (16۞झఠഛࠁ೧ ݽ؛ण߂ࢲࡂ୭ച 1&'5 1&'5 1&'5 'VMMQBSBNFUFSUVOJOH 1PTUUSBJOJOH
Fine-tuning: ࣁ ױ҅۽ ա־য ࠁח LLM যܻா࣌ ߊ ӝ 1IBTF
1IBTF 1IBTF 0QFO"* "OUISPQJD (FNJOJ١ 1SPWJEFSഝਊ೧যܻா࣌ҳഅ 'JSFXPSLT"* 5PHFUIFS"*١ ݽ؛ण߂ࢲࡂۖಬഝਊ (16۞झఠഛࠁ೧ ݽ؛ण߂ࢲࡂ୭ച 1&'5 1&'5 1&'5 'VMMQBSBNFUFSUVOJOH 1PTUUSBJOJOH -JOFSחױ҅ীਤ ֙ਘ
Fine-tuning 'JOFUVOJOHਵ۽ֈযоӝ'JOFUVOJOHਸ೧ঠ݅ೞחਬী೧ܳݏ୶যঠೣ
Fine-tuning 'JOFUVOJOHਸా೧--.࠺ਊ୭ചܳܖযյࣻਸ ۽ં࣌ਃ
Fine-tuning 'JOFUVOJOHਸా೧ఋࢎࠁڪযդஹನքٜܳ݅যյࣻਸ ࢿמૐݺਃ
Fine-tuning 'JOFUVOJOHਸా೧ۨߡܻೡࣻח1SPQSJFUBSZؘఠоח झझ۽ঌҊਸѪ
Fine-tuning খҗਸաݶಽҊೞחޙઁীೠоࣻ
Fine-tuning ޙઁо࢚ࣁ ػ۽غঋਵݶण়ڨೞѱൗ۞тࣻ
Fine-tuning റणҗীࢲஏೡࣻחݫܼীೠоਃ
Fine-tuning ాੋݫܼਊয۵ݶ--.BTB+VEHFܳഝਊ೧ࠅࣻ
Fine-tuning ػޙઁ৬ݫܼ ӒܻҊపझؘఠࣇীೠ"4*4ஏ
Fine-tuning णػݽ؛ࢿמҗ"4*4࠺Үೞݴࢿמ ࠺ਊ ࣘبୋب۽ߓನѾ
We are hiring!
Thank you 5IBOLTUP5ZMFS ,BOF ,BJ +VTUJO♥