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
クックパッドと自然言語処理/cookpad-and-nlp
Search
j.harashima
February 20, 2017
4
25k
クックパッドと自然言語処理/cookpad-and-nlp
j.harashima
February 20, 2017
Tweet
Share
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
0
12k
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
4.8k
企業での研究開発の楽しさと苦労/WAP-Tech-Talk
junharashima
1
11k
クックパッドにおける研究開発/HCG2020
junharashima
0
4.1k
Calorie Estimation in a Real-World Recipe Service/iaai-20
junharashima
0
14k
クックパッドと機械学習(短縮版)/MLTBP
junharashima
0
9.1k
クックパッドと NLP/CV/nlpaper-challenge
junharashima
0
110
AI 部門の実戦投入/repro-tech-meetup
junharashima
0
4.1k
クックパッドと機械学習/uec-aix-seminar
junharashima
0
11k
Featured
See All Featured
JavaScript: Past, Present, and Future - NDC Porto 2020
reverentgeek
52
5.6k
Visualizing Your Data: Incorporating Mongo into Loggly Infrastructure
mongodb
48
9.7k
Writing Fast Ruby
sferik
629
62k
Automating Front-end Workflow
addyosmani
1371
200k
Responsive Adventures: Dirty Tricks From The Dark Corners of Front-End
smashingmag
252
21k
Building an army of robots
kneath
306
46k
Building a Scalable Design System with Sketch
lauravandoore
462
33k
Become a Pro
speakerdeck
PRO
29
5.5k
Design and Strategy: How to Deal with People Who Don’t "Get" Design
morganepeng
132
19k
Understanding Cognitive Biases in Performance Measurement
bluesmoon
29
2.6k
GitHub's CSS Performance
jonrohan
1032
460k
Building Adaptive Systems
keathley
43
2.8k
Transcript
ΫοΫύουͱࣗવݴޠॲཧ ΫοΫύουגࣜձࣾݪౡ७
݄ ݄ ژେֶݴޠϝσΟΞݚڀࣨଐ ΫοΫύουೖࣾ ݪౡ७ ݄ ৽ઃͷݚڀ։ൃ෦ʹҟಈ ത࢜ʢใֶʣऔಘ ݄ ࣗવݴޠॲཧͷݚڀ
ɾಉٛදݱͷ֫ಘʢ*+$/-1ʣ ɾݕࡧ݁Ռͷཁʢ/-1*9ʣ ɾݕࡧ݁ՌͷϦϥϯΩϯάʢ*+$/-1ʣ ɾຊޠจͷѹॖʢ$0-*/(ʣ αʔϏε։ൃ෦ ࣗવݴޠॲཧͱը૾ೝࣝͷݚڀɾ։ൃ ɾϨγϐίʔύεͷߏஙʢ-3&$ʣ ɾϨγϐͷ༁ʢ8"5ʣ
ΫοΫύου Πϯλʔωοτ্ͰϨγϐͷߘɾݕࡧ͕Ͱ͖Δ ຊ࠷େͷྉཧϨγϐαʔϏε
ɾλΠτϧ ɾ֓ཁ ɾࡐྉ ɾखॱ ɾίπɾϙΠϯτ ɾ͜ͷϨγϐͷੜཱ͍ͪ ɾͭ͘ΕΆ ɾ ߘϨγϐ
ݕࡧ݁Ռ ৽ணॱ ਓؾॱ
݄࣍ར༻ऀ ݄࣍ར༻ऀʢւ֎ʣ ࣍ར༻ऀ ສਓ ສਓ Ϩγϐ ສ ສਓ
ΫοΫύουͱࣗવݴޠॲཧ
Ͳ͜Ͱʁ ɾϨγϐͷղੳ ɾಉٛදݱͷೝࣝ ɾϨγϐͷྨ ɾϨγϐͷ༁ ɾͦͷଞ
Ϩγϐͷղੳ ϨγϐΛΠϯσΩγϯά͢ΔͨΊɺϨγϐதͷ֤ςΩετΛղੳ ಲͷʹΜʹ͘ে༉ম͖ ͷ ʹΜʹ͘ ে༉ ໊ࢺ ໊ࢺ ॿࢺ ໊ࢺ
c c c c ಲ ম͖ ಈࢺ ܗଶૉղੳ
ܗଶૉղੳ༻ࣙॻͷ֦ு FDIPΑͩΕܲcNFDBC0XBLBUJ ΑͩΕܲ FDIPΑͩΕܲcNFDBC0XBLBUJVDPPLQBEEJD ΑͩΕܲ ʢ˞ਓखʣ
Ͳ͜Ͱʁ ɾϨγϐͷղੳ ɾಉٛදݱͷೝࣝ ɾϨγϐͷྨ ɾϨγϐͷ༁ ɾͦͷଞ
ಉٛදݱͷೝࣝ ΠϯσΩγϯάͷࡍʹಉٛදݱΛٵऩ
ಉٛදݱೝࣝ༻ࣙॻͷߏஙʢ˞ਓखʣ
Ͳ͜Ͱʁ ɾϨγϐͷղੳ ɾಉٛදݱͷೝࣝ ɾϨγϐͷྨ ɾϨγϐͷ༁ ɾͦͷଞ
Ϩγϐͷྨ Ϣʔβ͕ϒοΫϚʔΫͨ͠ϨγϐΛ47.Ͱྨ ྫ͑ɺʮ͓՛ࢠʯΛ ΫϦοΫ͢Δͱʜ
ྨثͷ࣮ DMBTTJpFS3FDJQF$MBTTpFSOFX lNFBUz "$$&15"#-&@13&$*4*0/ DMBTTJpFSUSBJO QPTJUJWF@SFDJQFT OFHBUJWF@SFDJQFT DMBTT3FDJQF$MBTTJpFS
EFGUSBJO QPTJUJWF@SFDJQFT OFHBUJWF@SFDJQFT ʜ "$$&15"#-&@13&$*4*0/ΛຬͨͤTBWF NPEFMTBWF QBUI JGBDDFQUBCMF NPEFM FOE FOE ϢʔβͷਪનϨγϐΛ ਖ਼ղσʔλͱͯ͠ར༻
Ͳ͜Ͱʁ ɾϨγϐͷղੳ ɾಉٛදݱͷೝࣝ ɾϨγϐͷྨ ɾϨγϐͷ༁ ɾͦͷଞ
ຊޠͷϨγϐΛχϡʔϥϧ.5Ͱӳޠʹ༁ ݚ ڀ ஈ ֊ Ϩγϐͷ༁ ػց༁
"UUFOUJPO.PEFM #BIEBOBVFUBM ֶशσʔλ ɾ Ϩγϐͷର༁ ࣮ ɾ1ZUIPOX$IBJOFS ༁ྫ ɾ֖·ͨΞϧϛϗΠϧͰམͱ֖͠Λͯ͠தՐͰৠ͠ম͖ʹ ɹ͠·͢ɻ
ɹɹɹɹɹɹɹɹɹɹɹɹɹˣ ɹDPWFSXJUIBMJEPSBMVNJOVNGPJM BOETUFBNUIF ɹDIJDLFOPONFEJVNIFBU
Ͳ͜Ͱʁ ɾϨγϐͷղੳ ɾಉٛදݱͷೝࣝ ɾϨγϐͷྨ ɾϨγϐͷ༁ ɾͦͷଞ
ສͷϨγϐͱͦΕΒ͔ΒͳΔݙཱʹؔ͢Δσʔλ ɾλΠτϧ ɾ֓ཁ ɾखॱ ɾͭ͘ΕΆ ɾΧςΰϦ ɾʜ Ϩγϐίʔύεͷެ։
ݚڀͷ͕Γ ެ։લʢʙ݄ʣ େֶݚڀࣨ ެ։ޙʢ݄ʣ େֶݚڀࣨ
ࠓޙͷ՝
ࠓޙͷ՝ ɾܗଶૉղੳͷਫ਼্ ɹɾݱঢ়͕Ͳͷఔͷਫ਼ͳͷ͔͕ʢ͋·Γʣ͔͍ͬͯͳ͍ ɹɾςετηοτΛͪΌΜͱߏஙͯ͠ɺண࣮ʹਫ਼Λ্͍ͤͨ͞ ɾಉٛදݱͷࣗಈ֫ಘ ɹɾڈ͔Βւ֎ల։ΛՃˠࠃ͝ͱʹࣙॻΛߏங͢ΔͷͩΔ͍ʜ ɹɾΫΤϦϨγϐ͔ΒಉٛදݱΛࣗಈͰ֫ಘ͍ͨ͠ ɾϨγϐͷཁ ɹɾʮجຊతͳϨγϐʢ͓͓·͔ͳϨγϐʣ͕Γ͍ͨʯͱ͍͏ཁ͕ଟ͍ ɹɾෳͷϨγϐΛཁ͢Δ͜ͱͰɺجຊతͳϨγϐΛ࡞͍ͨ͠
ɾରʹΑΔݕࡧʁ ɹɾ͏ͦ͏͍͏࣌ʁʢؾͷ͍ͤʁʣ
8F`SFIJSJOH ɾϦαʔναΠϯςΟετʢओʹݚڀ୲ʣ ɹɾαʔϏεʹಋೖ͞ΕΔػցֶशͷϩδοΫ෦ͷ࣮ ɹɾ*P5.3ʹͱͮ͘৽͍͠αʔϏεͷاը ɹɾ࠷৽ͷٕज़ͷΠϯϓοτͱΞτϓοτ ɾϦαʔνΤϯδχΞʢओʹ։ൃ୲ʣ ɹɾݚڀ։ൃج൫ΛޮԽ͢ΔͨΊͷ։ൃج൫ͷઃܭͱߏங ɹɾػցֶशΛར༻ͨ͠εέʔϥϒϧͳαʔϏεͷ։ൃͱӡ༻ ɹɾ"OESPJEJ04ʹ͓͚ΔϓϩτλΠϐϯά ͝ڵຯ͋ΔํͷΤϯτϦʔΛ͓͍ͪͯ͠·͢
IUUQTSFDSVJUDPPLQBEDPN