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
AI 部門の実戦投入/repro-tech-meetup
Search
j.harashima
November 06, 2018
5.2k
0
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
AI 部門の実戦投入/repro-tech-meetup
j.harashima
November 06, 2018
More Decks by j.harashima
See All by j.harashima
日本語レシピデータセットの継続的な構築と複合的な利用/JED2022
junharashima
1
15k
自然言語処理の基礎と応用 〜 料理と医療を題材として 〜 /JADI2021
junharashima
0
5.9k
企業での研究開発の楽しさと苦労/WAP-Tech-Talk
junharashima
1
12k
クックパッドにおける研究開発/HCG2020
junharashima
0
5.2k
Calorie Estimation in a Real-World Recipe Service/iaai-20
junharashima
0
16k
クックパッドと機械学習(短縮版)/MLTBP
junharashima
0
11k
クックパッドと NLP/CV/nlpaper-challenge
junharashima
0
160
クックパッドと機械学習/uec-aix-seminar
junharashima
0
13k
実データにふれる自然言語処理インターンシップ/internship2018
junharashima
1
16k
Featured
See All Featured
The Invisible Side of Design
smashingmag
301
52k
Crafting Experiences
bethany
1
400
Why Your Marketing Sucks and What You Can Do About It - Sophie Logan
marketingsoph
0
440
Test your architecture with Archunit
thirion
2
2.5k
Unlocking the hidden potential of vector embeddings in international SEO
frankvandijk
0
1k
Marketing Yourself as an Engineer | Alaka | Gurzu
gurzu
0
340
Bridging the Design Gap: How Collaborative Modelling removes blockers to flow between stakeholders and teams @FastFlow conf
baasie
0
750
Designing for Timeless Needs
cassininazir
1
540
Chrome DevTools: State of the Union 2024 - Debugging React & Beyond
addyosmani
10
1.4k
Dominate Local Search Results - an insider guide to GBP, reviews, and Local SEO
greggifford
PRO
0
390
Build The Right Thing And Hit Your Dates
maggiecrowley
39
3.5k
Imperfection Machines: The Place of Print at Facebook
scottboms
270
14k
Transcript
ΫοΫύουגࣜձࣾݪౡ७ 3FQSP5FDI.FFUVQ"*࣮ઓೖ "*෦ͷ࣮ઓೖ
݄ ݄ ژେֶࠇڮɾՏݪݚڀࣨଐ ΫοΫύουೖࣾɺαʔϏε։ൃ෦ଐ ത࢜ʢใֶʣऔಘ ΤϯδχΞʢ3VCZPO3BJMTػցֶशʣ ݄ Ϧαʔνϟʔʢࣗવݴޠॲཧใݕࡧʣ ݪౡ७ ݄
Ϛωʔδϟʔʢਓࣄใࡒʜʣ ݚڀ։ൃ෦ൃɺಉ෦ଐ
͓ࣄʢҰྫʣ
จ 5XP4UFQ7BMJEBUJPOJO$IBSBDUFSCBTFE*OHSFEJFOU/PSNBMJ[BUJPO $&" -FBSOJOH'PPE"QQFBSBODFCZB4VQFSWJTJPOXJUI3FDJQF5FYU $&" $PPLQBE*NBHF%BUBTFU"O*NBHF$PMMFDUJPOBT*OGSBTUSVDUVSFGPS'PPE3FTFBSDI 4*(*3
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˞ଠࣈ͕ࣗୈҰஶऀͷͷɻҎલେֶ࣌ͷͷɻ
ΫοΫύου Πϯλʔωοτ্ͰϨγϐͷߘɾݕࡧ͕Ͱ͖Δ ຊ࠷େͷྉཧϨγϐαʔϏε
࣌ར༻ऀ ݄ؒར༻ऀʢࠃʣ ݄ؒར༻ऀʢւ֎ʣ Ϩγϐ
εϚʔτΩονϯάϧʔϓ ػցֶशάϧʔϓ ݚڀ։ൃ෦ ෦͖
ػցֶशάϧʔϓ ݚڀ։ൃ෦ ࣗવݴޠॲཧ ɾ&ODPEFS%FDPEFSʹΑΔࡐྉ໊ͷਖ਼نԽ ɾϩδεςΟοΫճؼʹΑΔඇखॱͷݕग़ ɾ47.ʹΑΔ͝ҙݟͷྨ ը૾ೝࣝ ɾ*ODFQUJPOWʹΑΔྉཧࣸਅͷநग़ྨ ɾ.PCJMF/FUʹΑΔݟӫ͑͢Δྉཧࣸਅͷநग़ ɾ43("/ʹΑΔྉཧࣸਅͷղ૾
.-0QT ɾ4MBDL$IBU#PUʹΑΔ&$Πϯελϯεͷཧ ɾ%PDLFSͱDPPLJFDVUUFSʹΑΔϓϩδΣΫτͷཧ ɾ&$4ʹΑΔΞϓϦͷσϓϩΠ%8)ʹΑΔσʔλͷཧ ΦʔϓϯαΠΤϯε ɾϨγϐσʔλͷެ։ ɾୈճ"*νϟϨϯδίϯςετͷ։࠵ ɾਓೳֶձσʔλղੳίϯϖςΟγϣϯͷ։࠵
ػցֶशάϧʔϓ ݚڀ։ൃ෦ ०ͷࡊϨγϐ ϝΠϯʹ͑ΔϨγϐ͕ ͙͢ʹݟ͔ͭΔ ͓·͔ͤཧ ྉཧ͖Ζ͘ ࡱΔ͚ͩͰهʹʂ ͋ͳͨͷ͓ྉཧࣸਅΛ ࣗಈͰཧ
εϚʔτΩονϯάϧʔϓ ݚڀ։ൃ෦ 76* ɾ"NB[PO&DIP(PPHMF)PNFʹΑΔϨγϐݕࡧ ɾ"NB[PO&DIP4QPU4IPXʹΑΔϨγϐಈը࠶ੜ ɾ্هσόΠεʹΑΔϨγϐಡΈ্͛ *P5 ɾεϚʔτΩονϯαʔϏε0J$Zͷ։ൃ ɾ.BDIJOF3FBEBCMF3FDJQFͷ։ൃ ɾίϯηϓτϓϩτλΠϓ0J$Z5BTUFͷ։ൃ
εϚʔτΩονϯάϧʔϓ ݚڀ։ൃ෦ "MFYBεΩϧ ͍͍ͨࡐྉ͚ͩͰ ͙͢ʹ࡞ΕΔਓؾͷϨγϐఏҊ 0J$Z Ϩγϐͷͦͷઌ ͓͍͍͠εϚʔτΩονϯ
ɹ"*Λར༻ͨ͠αʔϏεΛ࣮ࡍʹఏڙ͠ɺӡ༻͍ͯ͘͠ʹଟ͘ͷ͜ͱΛߟ͑Δඞཁ͕͋Γ·͢ɻ ɹྫ͑ ɹɾֶशʹ༻͍ΔσʔλͷύΠϓϥΠϯͱͦͷલॲཧ ɹɾॲཧͷύϑΥʔϚϯε ɹɾϞσϧͷϑΟʔυόοΫɾਫ਼ݕূ ɹɾػೳɺαʔϏεͷΈࠐΈ ɹɾ্هΛਪਐ͢Δ৫ɾνʔϜͮ͘Γ ɹɾFUDʜ ɹࠓճͷNFFUVQͰɺͦΜͳ"*ͷ࣮ઓೖʹؔΘΔۤΛڞ༗͠ɺ࣮ફతͳ"*ར༻ʹ ɹ͍ͭͯͷݟΛਂΊ͍͖ͯ·͠ΐ͏ʂ
3FQSP5FDI.FFUVQ"*࣮ઓೖ
ݸਓ༑ਓͷܦݧ্ɺ "*෦ͷ࣮ઓೖʹগͳ͘ͱࡾͭͷεςʔδ͕͋Γɺεςʔδ͝ ͱʹҧ͏͕ۤ͋Δ ࠓ͓͍ͨ͜͠ͱ ࣌ؒʢFH Yʣ ෦ͷن ʢFH /ਓʣ લͷࣗʹڭ͍͑ͯ͋͛ͨ͜ͱ
εςʔδ ࣾઐՈͷۤ "*ؔ࿈ۀʹઐ೦Ͱ͖ͳ͍ʢϝΠϯͷۀ͕ଞʹ͋Δʣ"*ʹ͍ͭͯ૬ஊͰ͖Δਓ͕গͳ্͍͕࢘ࣗ ͷ"*ؔ࿈ۀΛదʹධՁͰ͖ͳ͍ʜ पғͷۤ ੈ͕ؒ"*ϒʔϜͳͷͰയવͱෆ҆ͦͦ"*ͬͯԿʁϝϦοτʁσϝϦοτʁαʔϏεͰ ͬͯΈ͍͚ͨͲࣾઐՈͷϦιʔεʢਓ࣌ؒʣ͕Γͳ͍ʜ "*෦ଘࡏ͠ͳ͍͕ɺ"*ʹ໌Δ͍ਓɺͦΕΒΛֶͼ͡ΊͨਓʢࣾઐՈʣਓ͍Δ ࣌ؒʢFH Yʣ
෦ͷن ʢFH /ਓʣ
εςʔδ ࣾͰ"*ͷཧղ͕ਐΈɺ"*෦͕ൃ͍ͯ͠Δ த్࠾༻ࣾҟಈΛ௨ͯ͡ਓ͕ಉ෦ʹॴଐ͠ɺධՁͦͷதͷ୭͔͕୲͍ͯ͠Δ ࣌ؒʢFH Yʣ ෦ͷن ʢFH /ਓʣ ࣾઐՈͷۤ σʔλࢁ͋Δ͕උ͞Ε͍ͯͳ͍(16ڥ͕ͳ͍ਓ͕Γͳ͍·ͩ"*ؔ࿈ۀʹઐ೦Ͱ͖ͳ
͍ʢϝΠϯͷۀ࠾༻ʣपғ͔Βͷ"*ؔ࿈ۀʢχʔζʣ͕ࡹ͖͖Εͳ͍ʜ पғͷۤ "*෦Λൃͨ͠ͷͷɺવɺ·ͩՌݟ͑ͯ͜ͳ͍ࢥͬͨҎ্ʹճΓͷඋʢσʔλɺΠϯϑ ϥɺ࠾༻ʣʹ͕͔͔࣌ؒΔਓ͕Γͳ͍ͱݴ͑ɺૣ͘ՌΛݟͤͯ΄͍͠ʜ
εςʔδ ࠷ݶͷਓ͕֬อ͞ΕɺσʔλΠϯϑϥ͋Δఔඋ͞Ε͍ͯΔ पғ͔ΒͷχʔζҎ֎ʹγʔζʢ͜͜Ͱ"*ϕʔεͷػೳʣΛ։ൃ͢Δ༨༟͕ੜ·Ε͍ͯΔ ࣌ؒʢFH Yʣ ෦ͷن ʢFH /ਓʣ ࣾઐՈͷۤ पғʹߩݙ͍͚ͨ͠ͲͳΜ͔͏·͍͔͘ͳ͍ʢൃੜ͢ΔχʔζͰߩݙͰ͖Δʣࣗͷγʔζ͕αʔ
ϏεͰΘΕͳ͍ʢͳ͔ͥपғͷड͚͕ྑ͘ͳ͍ʣपғͱ࣌ؒͷײ͕֮߹Θͳ͍ʜ पғͷۤ "*෦ͱڠۀ͍͚ͨ͠ͲͳΜ͔͏·͍͔͘ͳ͍ʢൃੜ͢ΔχʔζͰڠۀͰ͖Δʣ"*෦ͷγʔζ ͕αʔϏεͰ͑ͳ͍ʢϢʔβʔձࣾͷརӹʹܨ͕Βͳ͍ʣࣾઐՈͱ࣌ؒͷײ͕֮߹Θͳ͍ʜ
Ͳ͏͢Ε͍͍ͷ͔ʁ جຊతʹཪٕͳ͍ εςʔδ͔Βεςʔδʹϫʔϓͱ͔Ͱ͖ͳ͍ εςʔδͷଞࣾʹస৬ͨ͠Γɺͦ͏͍ͬͨձࣾΛങऩ͢Δͱ͍͏ཪٕ͋ΔʢຊൃදͷςʔϚ֎ʣ Ұํɺۤʮר͖ࠐΉ͜ͱʯͰ؇Ͱ͖Δ ઐՈपғΛר͖ࠐΉʢFH "*ͷϝϦοτͱσϝϦοτΛઆ໌͢ΔɺϢʔβձࣾͷརӹΛཧղ͢Δʣ पғઐՈΛר͖ࠐΉʢFH "*ͷϝϦοτͱσϝϦοτΛཧղ͢ΔɺϢʔβձࣾͷརӹΛઆ໌͢Δʣ ·ͨɺʮ͕ۤมΘΓΏ͘͜ͱΛೝࣝʯ͓ͯ͘͜͠ͱͰ؇Ͱ͖Δ
εςʔδͷมԽΛଊ͑ɺ৽͍ۤ͠ʹૉૣ͘ରԠ͢ΔʢಛʹϚωʔδϟʔʣ εςʔδ·ͰདྷΔͱຊ࣭తͳ՝ʹऔΓΊָ͍͕ͯ͠ɺͦΕͰۤ͋Δ
εςʔδʁ ࣌ؒʢFH Yʣ ෦ͷن ʢFH /ਓʣ ͔Βͳ͍ εςʔδͷۤ؇Ͱ͖Δ͕ɺͳ͘ͳΔ͜ͱͳ͍ʁεςʔδ͕ଓ͘ͷ͕IBQQZFOEʁ "*෦͕ফ໓ͨ͠ΒCBEFOEʁϙδςΟϒͳফ໓ʢղࢄʁʣͱ͍͏IBQQZFOE͋Δʁ ͬͯΔਓੋඇڭ͍͑ͯͩ͘͞
IBQQZFOEʢଟʣ IBQQZFOE CBEFOE
·ͱΊ "*෦ͷ࣮ઓೖʹগͳ͘ͱࡾͭͷεςʔδ͕͋Γɺεςʔδ ͝ͱʹҧ͏͕ۤ͋Δ ۤΛ؇͢ΔͨΊɺؔऀΛר͖ࠐΈɺ͕ۤมΘΓΏ͘͜ͱΛ ೝࣝ͢Δ ࣌ؒʢFH Yʣ ෦ͷن ʢFH /ਓʣ
࣮ઓೖɺ͍͖ͬͯ·͠ΐ͏ ࣭͕͋͝Δํੋඇ࠙ձͰ