Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Sign up for free
Menu
Search
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Pricing
Search
Sign in
Sign up for free
0x Protocol
Search
Osuke
June 22, 2018
Programming
1.5k
6
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
0x Protocol
Osuke
June 22, 2018
More Decks by Osuke
See All by Osuke
特許データを使ったマルチモーダルAIの検証事例@LLMProd#4
osuke
0
360
dbtを中心に据えた データ分析とプロダクト開発
osuke
1
1.2k
LayerX Privacy Tech事業部紹介 Tech編
osuke
2
290
(SCIS2021) Anonify: プライバシーを保護した 検証可能な状態遷移モジュール
osuke
1
490
Rustで実装された AWS Nitro Enclaves CLIを読む
osuke
1
470
Rustのパフォーマンスに関するTips
osuke
4
5.3k
ARM TrustZone入門 / ARM TrustZone intro
osuke
34
11k
Anonify
osuke
3
1.2k
Rustのasync/awaitとスケジューラの話 / rust-async-await
osuke
9
4.3k
Other Decks in Programming
See All in Programming
Apple Intelligenceとオンデバイス時代の到来
yahir0
0
190
flutter_test のその先へ — Flutter アプリの LLM 機能に「評価」という品質保証を
kosukesaigusa
0
170
Groovy as a human and AI friendly programming language
paulk
0
160
AIがコードを書いてくれる時代、我々は何を確かめるのか
yosuke_furukawa
PRO
13
5.4k
複雑なUIコンポーネントとの ⻑い付き合い⽅:波及するバグからテスト戦略を経て、安全な再設計へ
mixplace
0
500
AI時代のシニアエンジニアとは
yosuke_furukawa
PRO
14
11k
Spec-Driven Development - Why Vaadin Is the Perfect Fit
simas
PRO
0
200
SFCで実現する病院・医療システムの動的組み立て式UI
koukimiura
1
160
ChromeでローカルLLM
ryu1013
0
190
あなたの await、OS まで届いてる? strace で覗く JavaScript の非同期
hasutosasaki
1
1.8k
クラウドエージェントは、 何がそんなに便利なのか / what makes cloud agents so useful
rkaga
5
670
LLM 101
dalinaum
0
440
Featured
See All Featured
Dealing with People You Can't Stand - Big Design 2015
cassininazir
367
27k
The SEO Collaboration Effect
kristinabergwall1
1
610
For a Future-Friendly Web
brad_frost
184
11k
Context Engineering - Making Every Token Count
addyosmani
9
1.3k
Raft: Consensus for Rubyists
vanstee
143
7.8k
Fight the Zombie Pattern Library - RWD Summit 2016
marcelosomers
234
18k
Between Models and Reality
mayunak
4
540
Cheating the UX When There Is Nothing More to Optimize - PixelPioneers
stephaniewalter
287
14k
Pawsitive SEO: Lessons from My Dog (and Many Mistakes) on Thriving as a Consultant in the Age of AI
davidcarrasco
0
290
How to build an LLM SEO readiness audit: a practical framework
nmsamuel
2
970
Design and Strategy: How to Deal with People Who Don’t "Get" Design
morganepeng
133
20k
The Curse of the Amulet
leimatthew05
3
16k
Transcript
Y1SPUPDPM 5IF1SPUPDPMGPS5SBEJOH5PLFOT (VOPTZ*OD0TVLF ![PPN@[PPN[P
Osuke @zoom_zoomzo - blog - twitter - ϑϦʔϥϯε → Gunosy
(2018/06)
w %&9ͱYͷ֓ཁ w YͷτϨʔυϓϩηε $SFBUF 7BMJEBUF 'JMM
$BODFM w YͷίϯτϥΫτߏ w 0SEFSXBUDIFS w YDPOOFDU w 'SPOUSVOOJOH w YWFSTJPO
ಛ ϢʔβʔͷࢿۚΛୈࡾऀ͕༬͔Βͳ͍ Ϣʔβʔ͕ࣗൿີ伴Λཧ͢Δ8BMMFUUP8BMMFUͷ69 ͳͥඞཁͳͷ͔ʁ औҾॴͰͷϋοΩϯάϦεΫ࣋ͪಀ͛ϦεΫͷഉআ E"QQTͷόοΫάϥϯυͰಈ࡞͢ΔτʔΫϯަ
Կ͕՝ͳͷ͔ʁ ΦϯνΣʔϯͰͷHBTGFF͕ߴ͍ʢεέʔϥϏϦςΟʣ τϨʔυͷॲཧ ेͳΦʔμʔͷྲྀಈੑ֬อ ϑϩϯτϥϯχϯάͳͲ ͲͷΑ͏ͳ%&9͕͋Δ͔ʁ Y #BODPS ,ZCFSOFUXPSL &UIFS%FMUB "JSTXBQ ʜ %&9ʢࢄܕऔҾॴʣͱ
Yͱ %&9Λߏங͢ΔͨΊͷϓϩτίϧ ΦϑνΣʔϯͰΦʔμʔΛཧ͠ɺ ΦϯνΣʔϯͰΦʔμʔΛఆ HBTGFFΛ͑ɺϦΞΫςΟϒͳ6*Λఏڙ 3FMBZFS͕Ϣʔβʔͷ0SEFSΛΦϑνΣʔϯͰཧ 3FMBZFS͕ΦʔμʔΛूΊͯྲྀಈੑΛఏڙ͢Δओମ ͦͷྲྀಈੑΛར༻ͯ͠͞·͟·ͳE"QQT͕ τϥετϨεͳτʔΫϯަʹ༻͍Δ දతͳ3FMBZFSϓϩτίϧ
3BEFS3FMBZɿҰ൪ϝδϟʔ 1BSBEFYɿ$PJOCBTF͕ങऩ %IBSNBɿEFCUτʔΫϯऔҾ E:E9ɿσϦόςΟϒऔҾ
Yͷϓϩηε 0SEFS 0SEFS 0SEFS ΦϯνΣʔϯ .BLFS 5BLFS &YDIBOHFTPM 3FMBZFS 0SEFS
0SEFS 0SEFS ᶃ$SFBUF ᶄ7BMJEBUF ᶅ'JMM †5PLFOBQQSPWF .BLFSͱ5BLFS͕ަ͍ͨ͠τʔΫϯΛ BQQSPWF͢Δ ᶃ$SFBUF .BLFS͕0SEFSϑΥʔϚοτΛ࡞Δ .BLFS͕0SEFSʹॺ໊͢Δ ᶄ7BMJEBUF 3FMBZFS͕0SEFSϑΥʔϚοτΛݕূ͢Δ ᶅ'JMM 5BLFS͕0SEFSΛ'JMM͢ΔτϥϯβΫγϣϯΛ ΦϯνΣʔϯʹૹ৴͢Δ &5)ˠ;39 ;39ˠ&5) ˞3FMBZFS͕߈ܸ͞Εͯ ϢʔβʔͷࢿۚΛୣ͏͜ͱͰ͖ͳ͍
Yϓϩηε†5PLFO"QQSPWF DPOTUFUI5P$POWFSU;FSP&YUP#BTF6OJU"NPVOU OFX#JH/VNCFS XFUI5PLFO*OGPEFDJNBMT DPOTUEFQPTJU5Y)BTIFTBXBJU1SPNJTFBMM XFUI0XOFS"EESFTTFTNBQ BEESFTT\ SFUVSO[FSP&YFUIFS5PLFOEFQPTJU"TZOD
8&5)@"%%3&44 FUI5P$POWFSU BEESFTT ^ BXBJU1SPNJTFBMM EFQPTJU5Y)BTIFTNBQ UY\ SFUVSO[FSP&YBXBJU5SBOTBDUJPO.JOFE"TZOD UY ^ &5)͔Β8&5)ͷੜ DPOTUTFU;SY"MMPXBODF5Y)BTIFTBXBJU1SPNJTFBMM BEESFTTFTNBQ BEESFTT\ SFUVSO[FSP&YUPLFOTFU6OMJNJUFE1SPYZ"MMPXBODF"TZOD ;39@"%%3&44 BEESFTT ^ DPOTUTFU8FUI"MMPXBODF5Y)BTIFTBXBJU1SPNJTFBMM BEESFTTFTNBQ BEESFTT\ SFUVSO[FSP&YUPLFOTFU6OMJNJUFE1SPYZ"MMPXBODF"TZOD 8&5)@"%%3&44 BEESFTT ^ BXBJU1SPNJTFBMM TFU;SY"MMPXBODF5Y)BTIFTDPODBU TFU8FUI"MMPXBODF5Y)BTIFT NBQ UY\ SFUVSO[FSP&YBXBJU5SBOTBDUJPO.JOFE"TZOD UY ^ &3$ن֨ͰBQQSPWF ͠ɺUSBOTGFS'SPN Ͱ͖ΔΑ͏ʹ .BLFSͱ5BLFS͕อ͍࣋ͯ͠ΔτʔΫϯΛYͷίϯτϥΫτ͕ΘΓʹૹۚͰ͖ΔΑ͏ʹ͢Δ
Yϓϩηεᶃ$SFBUF0SEFS DPOTUPSEFS\ NBLFSNBLFS"EESFTT .BLFSͷΞυϨε UBLFS;FSP&Y/6--@"%%3&44 5BLFSͷΞυϨεʢࢦఆ͢Δ߹ʣ GFF3FDJQJFOU;FSP&Y/6--@"%%3&44 3FMBZFSͷΞυϨε NBLFS5PLFO"EESFTT;39@"%%3&44 .BLFS͕ަΦϑΝʔ͍ͯ͠ΔτʔΫϯͷΞυϨε
UBLFS5PLFO"EESFTT8&5)@"%%3&44 .BLFS͕ަϦΫΤετ͢ΔτʔΫϯͷΞυϨε FYDIBOHF$POUSBDU"EESFTT&9$)"/(&@"%%3&44 YϓϩτίϧͷFYDIBOHFTPMͷΞυϨε TBMU;FSP&YHFOFSBUF1TFVEP3BOEPN4BMU 0SEFSΛϢχʔΫʹ͢ΔͨΊͷϥϯμϜφϯόʔ NBLFS'FFOFX#JH/VNCFS .BLFS͕ࢧ͏खྉ UBLFS'FFOFX#JH/VNCFS 5BLFS͕ࢧ͏खྉ NBLFS5PLFO"NPVOU;FSP&YUP#BTF6OJU"NPVOU OFX#JH/VNCFS %&$*."-4 ɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹ.BLFS͕ΦϑΝʔ͍ͯ͠ΔτʔΫϯྔ UBLFS5PLFO"NPVOU;FSP&YUP#BTF6OJU"NPVOU OFX#JH/VNCFS %&$*."-4 ɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹ5BLFSʹϦΫΤετ͢ΔτʔΫϯྔ FYQJSBUJPO6OJY5JNFTUBNQ4FDOFX#JH/VNCFS %BUFOPX ɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹ0SEFS͕ظݶΕʹͳΔλΠϜελϯϓ ^ ˞;FSP&YYKTͷDMBTT .BLFSɺަ͍ͨ͠τʔΫϯɺखྉͳͲΛࢦఆͨ͠0SEFSΛͭ͘Δ
Yϓϩηεᶃ4JHOJOHUIF0SEFS .BLFS࡞ͨ͠0SEFSΛࣗͷൿີ伴Ͱॺ໊͢Δ͜ͱͰɺ0SEFSσʔλͷվ͟ΜΛ͙ DPOTUPSEFS)BTI;FSP&YHFU0SEFS)BTI)FY PSEFS DPOTUTIPVME"EE1FSTPOBM.FTTBHF1SFpYGBMTF DPOTUFD4JHOBUVSFBXBJU[FSP&YTJHO0SEFS)BTI"TZOD PSEFS)BTI NBLFS"EESFTT
TIPVME"EE1FSTPOBM.FTTBHF1SFpY DPOTUTJHOFE0SEFS\ PSEFS FD4JHOBUVSF ^ ͠PSEFS͕վ͟Μ͞ΕͨΒɺPSEFSͷϋογϡมΘΓෆਖ਼ʹͳͬͯ͠·͏
Yϓϩηεᶄ7BMJEBUF0SEFS BXBJU[FSP&YFYDIBOHFWBMJEBUF0SEFS'JMMBCMF0S5ISPX"TZOD TJHOFE0SEFS 3FMBZFSɺ.BLFSʹΑͬͯఏࣔ͞ΕͨPSEFSΛΦʔμʔϒοΫʹՃ͑Δલʹਖ਼ੑΛݕূ͢Δ 0SEFSϑΥʔϚοτ͕ద͔ ॺ໊͕ਖ਼͍͔͠ ΦʔμʔϒοΫʹՃ͞Εͨޙਵ࣌ɺPSEFSͷݕূΛߦ͏ˠ0SEFS8BUDIFSʢޙड़ʣ FYQJSBUJPO6OJY5JNF4UBNQ4FDΛ͍͑ͯͳ͍͔ 0SEFSͷτʔΫϯ͕શͯpMM͞Ε͍ͯͨΓɺΩϟϯηϧ͞Ε͍ͯͳ͍͔
.BLFSेͳࢿۚͱτʔΫϯʹର͢ΔBMMPXBODFΛ༩͍͑ͯΔ͔
Yϓϩηεᶅ'JMM0SEFS DPOTUTIPVME5ISPX0O*OTV⒏DJFOU#BMBODF0S"MMPXBODFUSVF DPOTUpMM5BLFS5PLFO"NPVOU;FSP&YUP#BTF6OJU"NPVOU OFX#JH/VNCFS %&$*."-4 DPOTUUY)BTIBXBJU[FSP&YFYDIBOHFpMM0SEFS"TZOD TJHOFE0SEFS
pMM5BLFS5PLFO"NPVOU TIPVME5ISPX0O*OTV⒏DJFOU#BMBODF0S"MMPXBODF UBLFS"EESFTT DPOTUUY3FDFJQUBXBJU[FSP&YBXBJU5SBOTBDUJPO.JOFE"TZOD UY)BTI DPOTPMFMPH 'JMM0SEFSUSBOTBDUJPOSFDFJQU UY3FDFJQU 5BLFS͕ΦʔμʔϒοΫ͔Β࠷దͳϨʔτͷΦʔμʔΛ'JMM͢Δ pMM0SEFSτϥϯβΫγϣϯͷSFDFJQUΛग़ྗ USVFɿCBMBODFͱBMMPXBODFͷݕূΛεΩοϓ GBMTFɿݕূ͠ɺेͰͳ͚ΕHBTΛ5BLFSʹฦ͢
Yϓϩηεᶆ$BODFM0SEFS 0SEFS 0SEFS 0SEFS ΦϯνΣʔϯ .BLFS 5BLFS &YDIBOHFTPM 3FMBZFS 0SEFS
0SEFS 0SEFS $BODFM .BLFSఏࣔͨ͠ॺ໊0SEFSΛΩϟϯηϧՄೳ GVODUJPODBODFM0SEFS BEESFTT<>PSEFS"EESFTTFT VJOU<>PSEFS7BMVFT VJOUDBODFM5BLFS5PLFO"NPVOU QVCMJD SFUVSOT VJOU NBQQJOH CZUFTVJOU QVCMJDDBODFMMFE &YDIBOHFTPMʹΩϟϯηϧ0SEFSอ࣋͞Εɺ ͦͷΦʔμʔ͕5BLFSʹpMM͞ΕͯGBJM͢Δɻ
YͷίϯτϥΫτΞʔΩςΫνϟ &YDIBOHFTPM 0SEFS 1SPYZTPM 8&5)TPM ;39TPM ᶃ ᶄ ᶅ ᶆ
ᶌ ᶋ ᶊ ᶉ ᶈ ᶇ ɾ&3$ن֨ͷUSBOTGFS'SPN ɾόʔδϣϯΞοϓͷϝΧχζϜ pMM0SEFS DBODFM0SEFS ͳͲͷ τϨʔυ࣮ߦϩδοΫ τϨʔυͷఆͷΈΦϯνΣʔϯॲཧ͢Δ
0SEFSXBUDIFS 3FMBZFSʹΑΔΦʔμʔϒοΫͷಈతཧ
0SEFSXBUDIFS $BODFMFEɿ ɹɹ0SEFS͕Ωϟϯηϧ͞Ε͍ͯͳ͍͔ 'VMMZ'JMMFEɿ ɹɹ0SEFSͷͯ͢ͷτʔΫϯ͕'JMM͞Ε͍ͯͳ͍͔ &YQJSFEɿ ɹɹ࣌ؒΕʹͳ͍ͬͯͳ͍͔ .BLFSCBMBODFɿ ɹɹަτʔΫϯʹेͳߴ͕͋Δ͔ .BLFSBMMPXBODFɿ
ɹɹަτʔΫϯʹेͳBMMPXBODF͕͋Δ͔ .BLFS;39CBMBODFɿ ɹɹखྉࢧ͍ͷͨΊेͳߴ͕͋Δ͔ .BLFS;39BMMPXBODFɿ ɹɹखྉࢧ͍ͷͨΊेͳBMMPXBODF͕͋Δ͔ ಈతʹݕূ͖͢ঢ়ଶཁૉ 3FMBZFS69ͷͨΊΦʔμʔϒοΫΛ Ͱ͖Δ͚ͩϦΞϧλΠϜͳঢ়ଶͰอͭඞཁੑ ϒϩοΫνΣʔϯʹऔΓࠐ·ΕΔ લஈ֊ͷ1FOEJOHUSBOTBDUJPOQPPMΛࢹ QBSJUZOPEFͰ͋Ε࣮ࡍʹNJOJOHͤͣʹɺ 1FOEJOHCMPDLΛ࡞Δ͜ͱ͕Մೳ ܽͱͯ͠ɺখنͳSFPSHͰ ঢ়ଶมߋ͕ى͜ΔՄೳੑ͕ߴ͍ɻ ਖ਼ͳ0SEFS͕ෆਖ਼ͱݟͳ͞ΕऔΓআ͔Εͯ ͠·͏Մೳੑ͕͋Δ 3FMBZFSϊʔυΛݐͯͯɺཧ͍ͯ͠ΔΦʔμʔͷঢ়ଶΛৗʹΥον͠ɺ 'JMMͰ͖ͳ͘ͳͬͨ0SEFSΦʔμʔϒοΫ͔ΒऔΓআ͔ͳ͚ΕͳΒͳ͍
0SEFS8BUDIFS 7BMJE 4IBEPXFE 3FNPWFE JOWBMJEʹͳͬͨΒTIBEPXFE SFPSHͰ࠶WBMJEʹͳͬͨΒVO4IBEPX ेͳ$POpSNBUJPOޙ ྫ͑ɺ͋Δ0SEFS͕$BODFM͞Εͨͱ͖͙͢ʹSFNPWF͢ΔͷͰͳ͘ɺ ΦʔμʔϒοΫʹөͤ͞ͳ͍Α͏ʹ͢Δɻʢσʔλͱͯ͠อ࣋ʣ ͦͷޙɺϒϩοΫνΣʔϯͰSFPSH͕ى͖ͨΒɺ࠶ΦʔμʔϒοΫʹө͢Δɻ
YDPOOFDU 3FMBZFSTʹΞΫηε͢ΔͨΊͷ +BWBTDSJQUϥΠϒϥϦ ΦʔμʔϒοΫͷऔಘ Φʔμʔͷ'JMM ॺ໊ࡁΈΦʔμʔͷQPTU 3FMBZFSʹඪ४"1*͕ఆΊΒΕ͓ͯΓɺ ΦʔμʔϒοΫڞ௨తʹΞΫηεՄೳ ͳͷͰɺෳͷΦʔμʔϒοΫΛࢀর͠ ࠷దͳϨʔτͷΦʔμʔΛϐοΫΞοϓ͠
'JMM͢Δ͜ͱՄೳ E"QQTͷόοΫάϥϯυͰ ಈ࡞͢Δ͜ͱ͕ఆ 3FMBZFS E"QQT 3FMBZFS 3FMBZFS
%&9ͷ՝ d'SPOUSVOOOJOH0SEFSDPMMJTJPOTd
"MJDFɿ;39ˠ,/$ 1FOEJOHUSBOTBDUJPOQPPM )JHIFSHBTQSJDF #PCɿ;39ˠ,/$ 'SPOUSVOOJOHPSEFSDPMMJTJPOT 'SPOUSVOOJOHɿQFOEJOHUSBOTBDUJPOQPPMΛࢹ͠ɺ ΑΓߴ͍HBTQSJDFΛઃఆ͢Δ͜ͱͰɺΦʔμʔΛઌճΓॲཧ 0SEFSDPMMJTJPOTɿΦϯνΣʔϯʹૹͬͨ0SEFS͕ۮવඃͬͯ͠·͍ɺ Ұํͷ0SEFSॲཧ͕ࣦഊ͢ΔɻʢHBTࢧ͏ʣ ରࡦ๏ɿ
11ަব $PNNJUSFWFBM 5SBEF&YFDVUJPO$PPEJOBUPST 5BLFS͕pMM͠Α͏ͱͨ͠0SEFS͕͢ͰʹଞͷϢʔβʔʹpMM͞Ε͍ͯͯɺ HBT͚ͩফඅͯ͠͠·͏ SFGIUUQT[PPNCMDDPNBCPVUGSPOUSVOOJOHJOEFY
YWFSTJPO ίϯτϥΫτߏͷมԽ 'PSXBSEJOH 0SEFS &YDIBOHF "TTFU1SPYZ %JTQBUDIFS &3$1SPYZ &5)
8&5) &3$1SPYZ &/41SPYZ 5PLFO" /'5# /BNF$ 'JMUFS 3FHJTUSZ &5)Λ8&5)ʹม ,:$Λຬͨͨ͠ϢʔβʔͷΈ͕ τϨʔυͰ͖Δ
Ҏ্ʂ