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
クックパッドと NLP/CV/nlpaper-challenge
Search
Sponsored
·
Your Podcast. Everywhere. Effortlessly.
Share. Educate. Inspire. Entertain. You do you. We'll handle the rest.
→
j.harashima
February 23, 2019
160
0
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
クックパッドと NLP/CV/nlpaper-challenge
j.harashima
February 23, 2019
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
5.8k
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
5.1k
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
AI 部門の実戦投入/repro-tech-meetup
junharashima
0
5.1k
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
[SF Ruby Conf 2025] Rails X
palkan
3
1.4k
Building Better People: How to give real-time feedback that sticks.
wjessup
370
20k
Put a Button on it: Removing Barriers to Going Fast.
kastner
60
4.6k
Designing for Timeless Needs
cassininazir
1
510
SEO Brein meetup: CTRL+C is not how to scale international SEO
lindahogenes
2
2.9k
The Straight Up "How To Draw Better" Workshop
denniskardys
239
140k
10 Git Anti Patterns You Should be Aware of
lemiorhan
PRO
659
62k
Practical Tips for Bootstrapping Information Extraction Pipelines
honnibal
25
2.1k
Neural Spatial Audio Processing for Sound Field Analysis and Control
skoyamalab
0
540
Faster Mobile Websites
deanohume
310
32k
Keith and Marios Guide to Fast Websites
keithpitt
413
23k
Everyday Curiosity
cassininazir
0
340
Transcript
ୈճOMQBQFSDIBMMFOHF/-1$7ަྲྀษڧձ ΫοΫύουͱ/-1$7 ΫοΫύουגࣜձࣾݪౡ७
݄ ݄ ژେֶࠇڮɾՏݪݚڀࣨଐ ΫοΫύουೖࣾɺαʔϏε։ൃ෦ଐ ത࢜ʢใֶʣऔಘ ΤϯδχΞʢ3VCZPO3BJMTػցֶशʣ ݄ Ϧαʔνϟʔʢࣗવݴޠॲཧใݕࡧʣ ݪౡ७ ݄
Ϛωʔδϟʔʢਓࣄใࡒʜʣ ݚڀ։ൃ෦৽ઃɺಉ෦ଐ
͓ࣄʢҰྫʣ
ΫοΫύου Πϯλʔωοτ্ͰϨγϐͷߘɾݕࡧ͕Ͱ͖Δ ຊ࠷େͷྉཧϨγϐαʔϏε
Ԋֵ ݄ ༗ݶձࣾίΠϯʢݱΫοΫύουגࣜձࣾʣઃཱ ݄ ݄ ݄ ݄ ݄ ݄ ϨγϐͷߘɾݕࡧαʔϏεLJUDIFO!DPJO։࢝
ΫοΫύουʹαʔϏε໊มߋ ݄ ϓϨϛΞϜαʔϏε։࢝ Ϛβʔζ্ ౦ূҰ෦ʹࢢมߋ ϓϨϛΞϜձһສਓಥഁ ݄ ւ֎ల։Λຊ֨Խ ઃཱप
ϓϨϛΞϜձһ ݄ؒར༻ऀʢࠃʣ ݄ؒར༻ऀʢւ֎ʣ Ϩγϐ ສਓ ສ ສ ສਓ
ສਓ
DPPLQBETUVEJP
LPNFSDP
NBSU
ୈճOMQBQFSDIBMMFOHF/-1$7ަྲྀษڧձ ΫοΫύουͱ/-1$7 ΫοΫύουגࣜձࣾݪౡ७
Ԋֵ ݄ ༗ݶձࣾίΠϯʢݱΫοΫύουגࣜձࣾʣઃཱ ݄ ݄ ݄ ݄ ݄ ݄ ϨγϐͷߘɾݕࡧαʔϏεLJUDIFO!DPJO։࢝
ΫοΫύουʹαʔϏε໊มߋ ݄ ϓϨϛΞϜαʔϏε։࢝ Ϛβʔζ্ ౦ূҰ෦ʹࢢมߋ ϓϨϛΞϜαʔϏεձһສਓಥഁ ݄ ւ֎ల։Λຊ֨Խ ઃཱप ݄ ݚڀ։ൃ෦ൃ
ݚڀ։ൃ෦ /-1$7ʜ )BSEXBSF ࠓͪ͜Βͷ ݄͔Βࣄۀ෦ͱ ͯ͠εϐϯΞτ
ؔ࿈αʔϏε ͓·͔ͤཧ ०ͷࡊϨγϐ ϝΠϯʹ͑ΔϨγϐ͕ ͙͢ʹݟ͔ͭΔ "MFYBεΩϧ ͍͍ͨࡐྉ͚ͩͰ ͙͢ʹ࡞ΕΔਓؾͷϨγϐఏҊ ྉཧ͖Ζ͘ ࡱΔ͚ͩͰهʹʂ
͋ͳͨͷ͓ྉཧࣸਅΛ ࣗಈͰཧ Ϩγϐͷͦͷઌ ͓͍͍͠εϚʔτΩονϯ 0J$Z
ϨγϐʢςΩετʴը૾ʣ ϑΟʔυόοΫςΩετʴը૾ /-1$7ॏཁ
ΫοΫύουͷࡐྉ໊ඦສछྨ ɾϨγϐͷΧϩϦʔΛܭࢉ͢Δࡍʹ &ODPEFS%FDPEFSͰਖ਼نԽ ɾDIBSBDUFSCBTFETUBDLFEVOJEJSFDUJPOBM-45.ʢʣ ɾͳ͓ɺCJEJSFDUJPOBM-45.ͱBUUFOUJPOޮՌͳ͔ͬͨ ˒ ে ༉ ΐ ͠
͏ Ώ &08 &08 ΐ ͠ ͏ Ώ ࡐྉ໊ͷਖ਼نԽ / -1
Ϣʔβʔ͕ೖྗͨ͠λΠτϧΛ&NCFE ɾ֤୯ޠΛ&NCFEͯ͠ɺͦͷฏۉΛऔಘ ϨγϐΛݕࡧ ɾ&NCFEEJOH4QBDFͰࣅͨλΠτϧΛ࣋ͭϨγϐΛ ɹΫοΫύουͷطଘͷϨγϐ͔Βݕࡧ ࡐྉ໊ΛϨίϝϯυ ɾݕࡧ͞ΕͨϨγϐͰڞ௨͢Δࡐྉ໊ΛϨίϝϯυ ࡐྉ໊ͷϨίϝϯυ / -1
खॱͷྨ / -1 Ϩγϐͷ֤ௐཧखॱΛ5SVF4UFQͱ'BLF4UFQʹྨ ɾ खॱΛλά͚ɺ-45.Λֶशʢਖ਼ղʣ ɾϨγϐͷಡΈ্͛ͷαʔϏεͰར༻
ϨγϐΛͦͷछྨௐཧ๏ɺδϟϯϧɺʜͰྨ ɾछྨʢFH ྉཧɺڕྉཧʣɺௐཧ๏ʢFH ࣽɺমʣɺδϟϯϧʢFH ɺ༸ʣ ɾྨ݁Ռݕࡧ݁ՌͷߜΓࠐΈͰར༻ Ϟσϧ47.3' ɾλάʹґΔ͕ɺेͳੑೳ ֶशσʔλ ɾΞϊςʔλʔ͕λά͚ͨ͠ϨγϐϢʔβʔ͕λά͚ͨ͠ϨγϐΛར༻
Ϩγϐͷྨ / -1
ࣾʹʢͨ·ͨ·ʣର༁ίʔύε͕͋ͬͨ ɾաڈͷαʔϏεͷҨ ɾ ͷӳର༁ /.5<#BIEBOBVFUBM>Λςετ ɾ݁ՌɺαʔϏεԽͰ͖Δ΄Ͳͷ༁͍͠ ɾͨ·ʹͦΕͳΓͷ༁͕ੜͰ͖Δ͜ͱ ɹɾɿ֖·ͨΞϧϛϗΠϧͰམͱ֖͠Λͯ͠தՐͰৠ͠ম͖ʹ͠·͢ɻ ɹɾӳɿDPWFSXJUIBMJEPSBMVNJOVNGPJM BOETUFBNUIFDIJDLFOPONFEJVNIFBU
Ϩγϐͷ༁ / -1 #BIEBOBVFUBM
͝ҙݟͷྨ ʮඒຯ͘͠Ͱ͖·ͨ͠ʂʯ ϙδςΟϒ Ϣʔβʔ͔Βͷ͝ҙݟΛࣗಈͰྨ ɾݸͷλάʹରԠʢݸͷ47.Λֶशʣ ɾ֬ͷߴ͍λάΛαδΣετɺελοϑͷྨ࡞ۀΛݮ / -1
ྉཧ ඇྉཧ ඇྉཧ ඇྉཧ ਫ਼࠶ݱ ྉཧ͖Ζ͘ެ։Ͱສਓ͕ར༻ ྉཧࣸਅͷݕग़ ϢʔβͷεϚʔτϑΥϯ͔ΒྉཧࣸਅΛਂֶशͰݕग़ $ 7
WFS ɾ$B⒎F/FU ɾྉཧPSඇྉཧͷೋྨ WFS ɾ*ODFQUJPOW ɾྉཧ ২ ʜ PSඇྉཧͷଟྨ WFS
ɾ*ODFQUJPOW QBUDIFEDMBTTJpDBUJPO ɾྉཧPSඇྉཧͷೋྨ ֶशσʔλ ɾਖ਼ྫɿΫοΫύουͷϨγϐͷը૾ ɾෛྫɿϥΠηϯεϑϦʔͷछʑͷը૾ WFSͷೝࣝ݁Ռ ྉཧࣸਅͷݕग़ $ 7
https://twitter.com/ohmycorgi/status/867745923719364609 https://twitter.com/teenybiscuit/status/707727863571582978 㾎͕Ϟσϧ͕ྉཧͱఆͨࣸ͠ਅ ྉཧࣸਅͷݕग़ $ 7
ඇྉཧ ྉཧ ྉཧ ྉཧ ඇྉཧࣸਅͷݕग़ Ϣʔβʔ͕ߘͨࣸ͠ਅ͔ΒඇྉཧࣸਅΛݕग़ ྉཧࣸਅͷݕग़ͱಉ͡ϞσϧΛར༻ ϢʔβʔʹΨΠυϥΠϯΛ௨ ˞ඇྉཧͷ߹ɺՈϖοτͷөΓࠐΈ͕ଟ͍ $
7
૾Λ͑ΔʁτϚτϨλεཛͷ̏৭ εʔϓ ؆୯τϚτεʔϓ ʢϛωετϩʔωʣ ৽ۄͶ͗ͱτϚτͷαϥμ ࢦͤσϦ෩ʂϨλεͱτϚτͷα ϥμ γϯϓϧʂτϚτͱେࠜͰ෩ ྫྷ੩ύελ τϚτͱ৽ۄͶ͗ͷͬ͞
ͺΓϚϦω τϚτ ࡐྉࣸਅͷྨ ࡐྉࣸਅΛछྨʹྨɺαʔϏε։ൃʹར༻ʢ༧ఆʣ $ 7
Ϩγϐσʔλͷެ։ ؔ ࿈ τ ϐ ο Ϋ
ར༻ঢ়گ ެ։લʢʙ݄ʣ େֶݚڀࣨ ެ։ޙʢ݄ʣ େֶݚڀࣨ ؔ ࿈ τ
ϐ ο Ϋ
ྉཧݕग़෦ ɾࣸਅதͷྉཧྖҬΛݕग़ ྉཧྨ෦ ɾྉཧࣸਅΛΫϥεʹྨ ͦ͏ΊΜ ͏ͲΜ ୈճ"*νϟϨϯδίϯςετ ؔ ࿈ τ
ϐ ο Ϋ
+4"*$VQ ࡐྉࣸਅͷྨ ɾΧςΰϦʢFH ۄೢʣ ɾશ෦Ͱ ຕ ؔ ࿈ τ ϐ
ο Ϋ
8"5 ؔ ࿈ τ ϐ ο Ϋ
จͪΒ΄Βͱ ؔ ࿈ τ ϐ ο Ϋ
·ͱΊ ΫοΫύουͱ/-1 ɾࡐྉͷਖ਼نԽɺࡐྉͷϨίϝϯυɺखॱͷྨɺϨγϐͷྨɺʜ ΫοΫύουͱ$7 ɾྉཧࣸਅͷݕग़ɺඇྉཧࣸਅͷݕग़ɺࡐྉࣸਅͷྨɺʜ ࠷৽߸ͷಛू ੋඇ͝ཡ͍ͩ͘͞
͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠ɻ