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
630
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
1k
AIエージェントがもたらす新たな顧客体験
dory
0
320
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
5.7k
Featured
See All Featured
Testing 201, or: Great Expectations
jmmastey
42
7.2k
Become a Pro
speakerdeck
PRO
26
5.1k
ReactJS: Keep Simple. Everything can be a component!
pedronauck
666
120k
Building Adaptive Systems
keathley
40
2.4k
Docker and Python
trallard
44
3.3k
個人開発の失敗を避けるイケてる考え方 / tips for indie hackers
panda_program
100
18k
It's Worth the Effort
3n
184
28k
Visualizing Your Data: Incorporating Mongo into Loggly Infrastructure
mongodb
45
9.4k
Improving Core Web Vitals using Speculation Rules API
sergeychernyshev
9
450
Large-scale JavaScript Application Architecture
addyosmani
511
110k
CoffeeScript is Beautiful & I Never Want to Write Plain JavaScript Again
sstephenson
160
15k
Save Time (by Creating Custom Rails Generators)
garrettdimon
PRO
29
1k
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