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
LangChainに全乗っかりでつくる全自動データ分析アプリ
Search
Dory
July 20, 2023
0
660
LangChainに全乗っかりでつくる全自動データ分析アプリ
LangChain Japan MeetUp (公式イベント)での登壇資料です!
https://mercari.connpass.com/event/288516/
Dory
July 20, 2023
Tweet
Share
More Decks by Dory
See All by Dory
AI Agentを巨人の肩に載せたい
dory
0
1.1k
AIエージェントがもたらす新たな顧客体験
dory
0
390
全自動でデータ分析してくれるAIエージェントを作った
dory
7
6k
Featured
See All Featured
The Web Performance Landscape in 2024 [PerfNow 2024]
tammyeverts
9
830
The Myth of the Modular Monolith - Day 2 Keynote - Rails World 2024
eileencodes
26
3.1k
Designing for Performance
lara
610
69k
Intergalactic Javascript Robots from Outer Space
tanoku
273
27k
Making the Leap to Tech Lead
cromwellryan
135
9.5k
Rails Girls Zürich Keynote
gr2m
95
14k
Typedesign – Prime Four
hannesfritz
42
2.8k
Documentation Writing (for coders)
carmenintech
75
5k
Scaling GitHub
holman
463
140k
Why You Should Never Use an ORM
jnunemaker
PRO
59
9.5k
VelocityConf: Rendering Performance Case Studies
addyosmani
332
24k
Connecting the Dots Between Site Speed, User Experience & Your Business [WebExpo 2025]
tammyeverts
8
550
Transcript
2023.07.20 LangChain Japan MeetUp LT Session גࣜձࣾAlgomatic Ryoichi Takahashi LangChainʹ
શ͔ͬΓͰͭ͘Δ શࣗಈσʔλੳΞϓϦ
01 ࣗݾհ
1. ࣗݾհ ೝՊֶʢਓؒͷݴޠཧղɾ࢈ग़ʣ ରϩϘοτͷݚڀ։ൃ ࣾϕϯνϟʔ Fintech/AIؔ࿈اۀͷσβΠϯࢧԉ ֶ෦ɾम࢜ ͓લ୭ͳͷ͔ B2Bࣄۀ্ཱͪ͛
1. ࣗݾհ ͓લ୭ͳͷ͔ Ͱͷ׆ಈ ݸਓ׆ಈ
1. ࣗݾհ ͓લ୭ͳͷ͔ Ͱͷ׆ಈ ݸਓ׆ಈ
ੜ"*Ͱ৺༂ΔະདྷΛΔ ɾෳͷ"*ϓϩμΫτΛ ɹ%BZ͔ΒฒߦͰ্ཱͪ͛Δ ɹελʔτΞοϓελδΦ ɾ%..͔ΒԯԁΛࢿۚௐୡ ɾຊॳʢʁʣͷ"*ΤʔδΣϯτ ɹઐ։ൃ৫Λ্ཱͪ͛த
1. ࣗݾհ ͓લ୭ͳͷ͔ Ͱͷ׆ಈ ݸਓ׆ಈ
ݸਓ׆ಈ 1. ࣗݾհ σʔλੳΤʔδΣϯτ ਓؒͷهԱͷ͘͠ΈΛ฿ͨ͠ ΤʔδΣϯτ͚ϑϨʔϜϫʔΫ શࣗಈͰσʔλੳϨϙʔτΛ ࡞ͬͯ͘ΕΔϓϩμΫτ ൃ৴ AIΤʔδΣϯτؔ࿈ͷ
ൃ৴Λ͍ͯ͠·͢ʂ
1. ࣗݾհ ࢲͱLangChain🦜🔗 ࡢ12݄͘Β͍͔ΒLangChainΛͬͨDemoΛͪΐͪ͘ΐ͘ެ։ SQLͭ͘Δͭ ϒϥβૢ࡞ࣗಈԽ͢Δͭ શࣗಈͰσʔλੳ͢Δͭ
02 LangChainͰ શࣗಈσʔλੳΤʔδΣϯτΛ࡞ͬͨ
Ϣʔβ LLM Agentͬͯʁ ϓϩάϥϜͷ࣮ߦ ϑΝΠϧͷ ಡΈࠐΈɾॻ͖ࠐΈ WEBϒϥδϯά ࢥߟʢLLMʣ ͠ LLM
Agent ʲΰʔϧʳ גՁϨϙʔτΛ࡞ͯ͠ 2. LangChainͰશࣗಈσʔλੳΤʔδΣϯτΛ࡞ͬͨ
Auto-GPTΛൽΓʹϓϩμΫτ͕രൃతͳεϐʔυͰొ OSS WEBαʔϏε 2. LangChainͰશࣗಈσʔλੳΤʔδΣϯτΛ࡞ͬͨ
ʮAuto-GPTͱ͔ͬͯΈ͚ͨͲ ΤʔδΣϯτ࣮ར༻ʹ·ͩૣ͍Μ͡Όʁʯ ↓ ಛఆͷϢʔεέʔεʹಛԽ͢Ε ͋Δఔ࣮༻ʹ͑͏Δઆ 2. LangChainͰશࣗಈσʔλੳΤʔδΣϯτΛ࡞ͬͨ
DEMO 2. LangChainͰશࣗಈσʔλੳΤʔδΣϯτΛ࡞ͬͨ શࣗಈσʔλੳΤʔδΣϯτ ɾLangChainͱGPT-3.5-TurboͰ࣮ ɾCSV/XLSXσʔλΛυϥοάΞϯυυϩοϓ ɾσʔλͷ༰ΛͱʹɺLLM͕ੳखॱΛϓϥϯχϯά ɾσʔλͷલॲཧ/ੳ/ՄࢹԽΛউखʹ࣮ࢪ ɾ์ஔ͓ͯ͘͠ͱͰੳϨϙʔτͷग़དྷ্͕Γ
Έ σʔλΛ ಡΈࠐΈ جຊ౷ܭྔ Λग़͢ σʔλͷ ֎؍ΛѲ ੳϓϥϯ ཱͯΔ ੳ༻ͷ
ίʔυཱ ίʔυ࣮ߦ Τϥʔग़ͨΒ ίʔυमਖ਼ ੳ݁Ռͷ ϨϙʔτԽ ×Nճ Ϩϙʔτͷ จষߍਖ਼ ੳ݁Ռͷ ղऍ 2. LangChainͰશࣗಈσʔλੳΤʔδΣϯτΛ࡞ͬͨ
🦜🔗 LangChain LEGO = ®
Έ σʔλΛ ಡΈࠐΈ جຊ౷ܭྔ Λग़͢ ίʔυ࣮ߦ 2. LangChainͰશࣗಈσʔλੳΤʔδΣϯτΛ࡞ͬͨ
ɾखݩͷChainΛ૿͢ ɾલʹ࡞ͬͨChainͱࠓ࡞ͬͨ ɹChainΛΈ߹ΘͤΔ ɾطΛͬͯΑΓෳࡶͳ ɹ࡞Λͭ͘Δ
ɾखݩͷChainΛ૿͢ ɾલʹ࡞ͬͨChainͱࠓ࡞ͬͨ ɹChainΛΈ߹ΘͤΔ ɾطΛͬͯΑΓෳࡶͳ ɹ࡞Λͭ͘Δ ࣌ؒͷͳ͍ݸਓ։ൃऀͦ͜ɺ LangChainͷΤίγεςϜʹ͔ͬΖ͏ʂ ͜Ε·ͰஷΊ͜Μͩύʔπ͕ଟ͘ͳΕ Ͱ͔͍ڪཽͱ͔Λ͙͢࡞ΕΔΑ͏ʹͳΔ ↓
🦜🔗 LangChain LEGO = ®
LangChain/Agent։ൃ ΊͬͪΌָ͍͠ͷͰ ΈΜͳ࡞Ζ͏🤗 ͍͞͝ʹݴ͍͍ͨ͜ͱ