クックパッドと NLP/CV/nlpaper-challenge

Transcript

1. ୈ
   
   ճ
   OMQBQFSDIBMMFOHF
   /-1$7
   ަྲྀษڧձ ΫοΫύουͱ
   /-1$7 ΫοΫύουגࣜձࣾ
   ݪౡ७

2. ೥݄ ೥݄ ژ౎େֶࠇڮɾՏݪݚڀࣨ഑ଐ ΫοΫύουೖࣾɺαʔϏε։ൃ෦໳഑ଐ ത࢜ʢ৘ใֶʣऔಘ ΤϯδχΞʢ3VCZ
   PO
   3BJMT
   
   ػցֶशʣ ೥݄ Ϧαʔνϟʔʢࣗવݴޠॲཧ
   
   ৘ใݕࡧʣ ݪౡ
   ७ ೥݄

   Ϛωʔδϟʔʢਓࣄ
   
   ޿ใ
   
   ࡒ຿
   
   ʜʣ ݚڀ։ൃ෦໳৽ઃɺಉ෦໳഑ଐ

3. ͓࢓ࣄʢҰྫʣ

4. ΫοΫύου Πϯλʔωοτ্ͰϨγϐͷ౤ߘɾݕࡧ౳͕Ͱ͖Δ
   ೔ຊ࠷େͷྉཧϨγϐαʔϏε

5. Ԋֵ ೥݄ ༗ݶձࣾίΠϯʢݱΫοΫύουגࣜձࣾʣઃཱ ೥݄ ೥݄ ೥݄ ೥݄ ೥݄ ೥݄ Ϩγϐͷ౤ߘɾݕࡧαʔϏε
   LJUDIFO!DPJO
   ։࢝

   ΫοΫύουʹαʔϏε໊มߋ ೥݄ ϓϨϛΞϜαʔϏε։࢝ Ϛβʔζ্৔ ౦ূҰ෦ʹࢢ৔มߋ ϓϨϛΞϜձһ਺
   
   ສਓಥഁ ೥݄ ւ֎ల։Λຊ֨Խ ઃཱ
   
   प೥

6. ϓϨϛΞϜձһ਺ ݄ؒར༻ऀ਺ʢࠃ಺ʣ ݄ؒར༻ऀ਺ʢւ֎ʣ Ϩγϐ਺
   
   ສਓ 
   ສ඼ 
   ສ඼  
   ສਓ 

   
   ສਓ

7. DPPLQBE
   TUVEJP

8. LPNFSDP

9. NBSU

10. ୈ
    
    ճ
    OMQBQFSDIBMMFOHF
    /-1$7
    ަྲྀษڧձ ΫοΫύουͱ
    /-1$7 ΫοΫύουגࣜձࣾ
    ݪౡ७

11. Ԋֵ ೥݄ ༗ݶձࣾίΠϯʢݱΫοΫύουגࣜձࣾʣઃཱ ೥݄ ೥݄ ೥݄ ೥݄ ೥݄ ೥݄ Ϩγϐͷ౤ߘɾݕࡧαʔϏε
    LJUDIFO!DPJO
    ։࢝

    ΫοΫύουʹαʔϏε໊มߋ ೥݄ ϓϨϛΞϜαʔϏε։࢝ Ϛβʔζ্৔ ౦ূҰ෦ʹࢢ৔มߋ ϓϨϛΞϜαʔϏεձһ਺
    
    ສਓಥഁ ೥݄ ւ֎ల։Λຊ֨Խ ઃཱ
    
    प೥ ೥݄ ݚڀ։ൃ෦໳ൃ଍

12. ݚڀ։ൃ෦໳ /-1$7ʜ )BSEXBSF ࠓ೔͸ͪ͜Βͷ࿩ 
    ݄͔Βࣄۀ෦໳ͱ
    ͯ͠εϐϯΞ΢τ

13. ؔ࿈αʔϏε ͓·͔ͤ੔ཧ ०ͷ໺ࡊϨγϐ΍
    ϝΠϯʹ࢖͑ΔϨγϐ͕
    ͙͢ʹݟ͔ͭΔ "MFYB
    εΩϧ ࢖͍͍ͨࡐྉ͚ͩͰ
    ͙͢ʹ࡞ΕΔਓؾͷϨγϐఏҊ ྉཧ͖Ζ͘ ࡱΔ͚ͩͰه࿥ʹʂ
    

    ͋ͳͨͷ͓ྉཧࣸਅΛ
    ࣗಈͰ੔ཧ Ϩγϐͷͦͷઌ΁
    ͓͍͍͠εϚʔτΩονϯ 0J$Z

14. ϨγϐʢςΩετʴը૾ʣ ϑΟʔυόοΫ΋ςΩετʴը૾ /-1$7
    ͸௒ॏཁ

15. ΫοΫύουͷࡐྉ໊͸਺ඦສछྨ
    ɾϨγϐͷΧϩϦʔ౳Λܭࢉ͢Δࡍʹ໰୊
    &ODPEFS%FDPEFS
    Ͱਖ਼نԽ
    ɾDIBSBDUFSCBTFE
    TUBDLFE
    VOJEJSFDUJPOBM
    -45.ʢ
    ૚ʣ
    ɾͳ͓ɺCJEJSFDUJPOBM
    -45.
    ͱ
    BUUFOUJPO
    ͸ޮՌͳ͔ͬͨ ˒ ে ༉ ΐ ͠

    ͏ Ώ &08 &08 ΐ ͠ ͏ Ώ ࡐྉ໊ͷਖ਼نԽ / -1

16. 
    Ϣʔβʔ͕ೖྗͨ͠λΠτϧΛ
    &NCFE
    ɾ֤୯ޠΛ
    &NCFE
    ͯ͠ɺͦͷฏۉΛऔಘ
    
    ϨγϐΛݕࡧ
    ɾ&NCFEEJOH
    4QBDF
    ಺ͰࣅͨλΠτϧΛ࣋ͭϨγϐΛ
    
    ɹΫοΫύουͷطଘͷϨγϐ͔Βݕࡧ
    
    ࡐྉ໊ΛϨίϝϯυ
    ɾݕࡧ͞ΕͨϨγϐ಺Ͱڞ௨͢Δࡐྉ໊ΛϨίϝϯυ ࡐྉ໊ͷϨίϝϯυ / -1

17. खॱͷ෼ྨ / -1 Ϩγϐͷ֤ௐཧखॱΛ
    5SVF
    4UFQ
    ͱ
    'BLF
    4UFQ
    ʹ෼ྨ
    ɾ໿
     
    खॱΛλά෇͚ɺ-45.
    Λֶशʢਖ਼ղ཰
    ʣ
    ɾϨγϐͷಡΈ্͛౳ͷαʔϏεͰར༻

18. ϨγϐΛͦͷछྨ΍ௐཧ๏ɺδϟϯϧɺʜ
    Ͱ෼ྨ
    ɾछྨʢFH
    ೑ྉཧɺڕྉཧʣɺௐཧ๏ʢFH
    ࣽ෺ɺম෺ʣɺδϟϯϧʢFH
    ࿨ɺ༸ʣ
    ɾ෼ྨ݁Ռ͸ݕࡧ݁ՌͷߜΓࠐΈ౳Ͱར༻
    Ϟσϧ͸
    47.
    ΍
    3'
    ɾλάʹ΋ґΔ͕ɺे෼ͳੑೳ
    ֶशσʔλ
    ɾΞϊςʔλʔ͕λά෇͚ͨ͠Ϩγϐ΍Ϣʔβʔ͕λά෇͚ͨ͠ϨγϐΛར༻

    Ϩγϐͷ෼ྨ / -1

19. ࣾ಺ʹʢͨ·ͨ·ʣର༁ίʔύε͕͋ͬͨ
    ɾաڈͷαʔϏεͷҨ෺
    ɾ໿
     
    ඼ͷ೔ӳର༁
    /.5
    <#BIEBOBV
    FU
    BM
    >
    Λςετ
    ɾ݁ՌɺαʔϏεԽͰ͖Δ΄Ͳͷ຋༁͸೉͍͠
    ɾͨ·ʹͦΕͳΓͷ຋༁͕ੜ੒Ͱ͖Δ͜ͱ΋
    ɹɾ೔ɿ֖·ͨ͸ΞϧϛϗΠϧͰམͱ֖͠Λͯ͠தՐͰৠ͠ম͖ʹ͠·͢ɻ
    ɹɾӳɿDPWFS
    XJUI
    B
    MJE
    PS
    BMVNJOVN
    GPJM
    BOE
    TUFBN
    UIF
    DIJDLFO
    PO
    NFEJVN
    IFBU

    Ϩγϐͷ຋༁ / -1 #BIEBOBV
    FU
    BM
    

20. ͝ҙݟͷ෼ྨ ʮඒຯ͘͠Ͱ͖·ͨ͠ʂʯ ϙδςΟϒ Ϣʔβʔ͔Βͷ͝ҙݟΛࣗಈͰ෼ྨ
    ɾ
    ݸͷλάʹରԠʢ
    ݸͷ
    47.
    Λֶशʣ
    ɾ֬཰ͷߴ͍λάΛαδΣετɺελοϑͷ෼ྨ࡞ۀΛ൒ݮ / -1

21. ྉཧ ඇྉཧ ඇྉཧ ඇྉཧ ਫ਼౓
    
    ࠶ݱ཰
    
    ྉཧ͖Ζ͘͸ެ։
    
    ೥Ͱ
    
    ສਓ͕ར༻ ྉཧࣸਅͷݕग़ ϢʔβͷεϚʔτϑΥϯ͔ΒྉཧࣸਅΛਂ૚ֶशͰݕग़ $ 7

22. WFS
    ɾ$B⒎F/FU
    ɾྉཧ
    PS
    ඇྉཧͷೋ஋෼ྨ
    WFS
    ɾ*ODFQUJPOW
    ɾྉཧ
    ২෺
    ʜ
    PS
    ඇྉཧͷଟ஋෼ྨ
    WFS
    

    ɾ*ODFQUJPOW
    
    QBUDIFE
    DMBTTJpDBUJPO
    ɾྉཧ
    PS
    ඇྉཧͷೋ஋෼ྨ
    ֶशσʔλ
    ɾਖ਼ྫɿΫοΫύουͷϨγϐͷը૾
    ɾෛྫɿϥΠηϯεϑϦʔͷछʑͷը૾ WFS
    ͷೝࣝ݁Ռ ྉཧࣸਅͷݕग़ $ 7

23. https://twitter.com/ohmycorgi/status/867745923719364609 https://twitter.com/teenybiscuit/status/707727863571582978 㾎͕Ϟσϧ͕ྉཧͱ൑ఆͨࣸ͠ਅ ྉཧࣸਅͷݕग़ $ 7

24. ඇྉཧ ྉཧ ྉཧ ྉཧ ඇྉཧࣸਅͷݕग़ Ϣʔβʔ͕౤ߘͨࣸ͠ਅ͔ΒඇྉཧࣸਅΛݕग़ ྉཧࣸਅͷݕग़ͱಉ͡ϞσϧΛར༻ ϢʔβʔʹΨΠυϥΠϯΛ௨஌
    ˞
    ඇྉཧͷ৔߹ɺՈ଒΍ϖοτͷөΓࠐΈ͕ଟ͍ $

    7

25. 
    ૝૾Λ௒͑ΔʁτϚτϨλεཛͷ̏৭ εʔϓ ؆୯τϚτεʔϓ ʢϛωετϩʔωʣ ৽ۄͶ͗ͱτϚτͷαϥμ ໨ࢦͤσϦ෩ʂϨλεͱτϚτͷα ϥμ ௒γϯϓϧʂτϚτͱେࠜͰ࿨෩ ྫྷ੩ύελ τϚτͱ৽ۄͶ͗ͷͬ͞

    ͺΓϚϦω τϚτ ࡐྉࣸਅͷ෼ྨ ࡐྉࣸਅΛ໿
    
    छྨʹ෼ྨɺαʔϏε։ൃʹར༻ʢ༧ఆʣ $ 7

26. Ϩγϐσʔλͷެ։ ؔ ࿈ τ ϐ ο Ϋ

27. ར༻ঢ়گ ެ։લʢʙ
    
    ೥
    
    ݄ʣ
    
    େֶ
    
    ݚڀࣨ ެ։ޙʢ
    ೥
    
    ݄ʣ
    
    େֶ
    
    ݚڀࣨ ؔ ࿈ τ

    ϐ ο Ϋ

28. ྉཧݕग़෦໳
    ɾࣸਅதͷྉཧྖҬΛݕग़ ྉཧ෼ྨ෦໳
    ɾྉཧࣸਅΛ
    
    Ϋϥεʹ෼ྨ ͦ͏ΊΜ ͏ͲΜ ୈ
    
    ճ
    "*
    νϟϨϯδίϯςετ ؔ ࿈ τ

    ϐ ο Ϋ

29. +4"*
    $VQ
     ࡐྉࣸਅͷ෼ྨ
    ɾ
    ΧςΰϦʢFH
    ۄೢʣ
    ɾશ෦Ͱ
     
    ຕ ؔ ࿈ τ ϐ

    ο Ϋ

30. 8"5
    
    
     ؔ ࿈ τ ϐ ο Ϋ

31. ࿦จ΋ͪΒ΄Βͱ ؔ ࿈ τ ϐ ο Ϋ

32. ·ͱΊ ΫοΫύουͱ
    /-1
    ɾࡐྉͷਖ਼نԽɺࡐྉͷϨίϝϯυɺखॱͷ෼ྨɺϨγϐͷ෼ྨɺʜ
    ΫοΫύουͱ
    $7
    ɾྉཧࣸਅͷݕग़ɺඇྉཧࣸਅͷݕग़ɺࡐྉࣸਅͷ෼ྨɺʜ ࠷৽߸ͷಛू΋
    ੋඇ͝ཡ͍ͩ͘͞

33. ͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠ɻ