クックパッドと NLP/CV/nlpaper-challenge

558ffd4e5cf6c95e60c91333677b93c4?s=47 j.harashima
February 23, 2019
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クックパッドと NLP/CV/nlpaper-challenge

558ffd4e5cf6c95e60c91333677b93c4?s=128

j.harashima

February 23, 2019
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Transcript

  1. 1.

    ୈճOMQBQFSDIBMMFOHF/-1$7ަྲྀษڧձ ΫοΫύουͱ/-1$7 ΫοΫύουגࣜձࣾݪౡ७

  2. 2.

    ೥݄ ೥݄ ژ౎େֶࠇڮɾՏݪݚڀࣨ഑ଐ ΫοΫύουೖࣾɺαʔϏε։ൃ෦໳഑ଐ ത࢜ʢ৘ใֶʣऔಘ ΤϯδχΞʢ3VCZPO3BJMTػցֶशʣ ೥݄ Ϧαʔνϟʔʢࣗવݴޠॲཧ৘ใݕࡧʣ ݪౡ७ ೥݄

    Ϛωʔδϟʔʢਓࣄ޿ใࡒ຿ʜʣ ݚڀ։ൃ෦໳৽ઃɺಉ෦໳഑ଐ
  3. 3.

    ͓࢓ࣄʢҰྫʣ

  4. 4.

    ΫοΫύου Πϯλʔωοτ্ͰϨγϐͷ౤ߘɾݕࡧ౳͕Ͱ͖Δ ೔ຊ࠷େͷྉཧϨγϐαʔϏε

  5. 5.

    Ԋֵ ೥݄ ༗ݶձࣾίΠϯʢݱΫοΫύουגࣜձࣾʣઃཱ ೥݄ ೥݄ ೥݄ ೥݄ ೥݄ ೥݄ Ϩγϐͷ౤ߘɾݕࡧαʔϏεLJUDIFO!DPJO։࢝

    ΫοΫύουʹαʔϏε໊มߋ ೥݄ ϓϨϛΞϜαʔϏε։࢝ Ϛβʔζ্৔ ౦ূҰ෦ʹࢢ৔มߋ ϓϨϛΞϜձһ਺ສਓಥഁ ೥݄ ւ֎ల։Λຊ֨Խ ઃཱप೥
  6. 6.

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

    ສਓ
  7. 7.

    DPPLQBETUVEJP

  8. 8.

    LPNFSDP

  9. 9.

    NBSU

  10. 10.

    ୈճOMQBQFSDIBMMFOHF/-1$7ަྲྀษڧձ ΫοΫύουͱ/-1$7 ΫοΫύουגࣜձࣾݪౡ७

  11. 11.

    Ԋֵ ೥݄ ༗ݶձࣾίΠϯʢݱΫοΫύουגࣜձࣾʣઃཱ ೥݄ ೥݄ ೥݄ ೥݄ ೥݄ ೥݄ Ϩγϐͷ౤ߘɾݕࡧαʔϏεLJUDIFO!DPJO։࢝

    ΫοΫύουʹαʔϏε໊มߋ ೥݄ ϓϨϛΞϜαʔϏε։࢝ Ϛβʔζ্৔ ౦ূҰ෦ʹࢢ৔มߋ ϓϨϛΞϜαʔϏεձһ਺ສਓಥഁ ೥݄ ւ֎ల։Λຊ֨Խ ઃཱप೥ ೥݄ ݚڀ։ൃ෦໳ൃ଍
  12. 12.

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

  13. 13.

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

    ͋ͳͨͷ͓ྉཧࣸਅΛ ࣗಈͰ੔ཧ Ϩγϐͷͦͷઌ΁ ͓͍͍͠εϚʔτΩονϯ 0J$Z
  14. 14.

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

  15. 15.

    ΫοΫύουͷࡐྉ໊͸਺ඦສछྨ ɾϨγϐͷΧϩϦʔ౳Λܭࢉ͢Δࡍʹ໰୊ &ODPEFS%FDPEFSͰਖ਼نԽ ɾDIBSBDUFSCBTFETUBDLFEVOJEJSFDUJPOBM-45.ʢ૚ʣ ɾͳ͓ɺCJEJSFDUJPOBM-45.ͱBUUFOUJPO͸ޮՌͳ͔ͬͨ ˒ ে ༉ ΐ ͠

    ͏ Ώ &08 &08 ΐ ͠ ͏ Ώ ࡐྉ໊ͷਖ਼نԽ / -1
  16. 16.

    Ϣʔβʔ͕ೖྗͨ͠λΠτϧΛ&NCFE ɾ֤୯ޠΛ&NCFEͯ͠ɺͦͷฏۉΛऔಘ ϨγϐΛݕࡧ ɾ&NCFEEJOH4QBDF಺ͰࣅͨλΠτϧΛ࣋ͭϨγϐΛ ɹΫοΫύουͷطଘͷϨγϐ͔Βݕࡧ ࡐྉ໊ΛϨίϝϯυ ɾݕࡧ͞ΕͨϨγϐ಺Ͱڞ௨͢Δࡐྉ໊ΛϨίϝϯυ ࡐྉ໊ͷϨίϝϯυ / -1

  17. 17.

    खॱͷ෼ྨ / -1 Ϩγϐͷ֤ௐཧखॱΛ5SVF4UFQͱ'BLF4UFQʹ෼ྨ ɾ໿ खॱΛλά෇͚ɺ-45.Λֶशʢਖ਼ղ཰ʣ ɾϨγϐͷಡΈ্͛౳ͷαʔϏεͰར༻

  18. 18.

    ϨγϐΛͦͷछྨ΍ௐཧ๏ɺδϟϯϧɺʜͰ෼ྨ 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. 19.

    ࣾ಺ʹʢͨ·ͨ·ʣର༁ίʔύε͕͋ͬͨ ɾաڈͷαʔϏεͷҨ෺ ɾ໿ ඼ͷ೔ӳର༁ /.5<#BIEBOBVFUBM>Λςετ ɾ݁ՌɺαʔϏεԽͰ͖Δ΄Ͳͷ຋༁͸೉͍͠ ɾͨ·ʹͦΕͳΓͷ຋༁͕ੜ੒Ͱ͖Δ͜ͱ΋ ɹɾ೔ɿ֖·ͨ͸ΞϧϛϗΠϧͰམͱ֖͠Λͯ͠தՐͰৠ͠ম͖ʹ͠·͢ɻ ɹɾӳɿDPWFSXJUIBMJEPSBMVNJOVNGPJM BOETUFBNUIFDIJDLFOPONFEJVNIFBU

    Ϩγϐͷ຋༁ / -1 #BIEBOBVFUBM
  20. 20.

    ͝ҙݟͷ෼ྨ ʮඒຯ͘͠Ͱ͖·ͨ͠ʂʯ ϙδςΟϒ Ϣʔβʔ͔Βͷ͝ҙݟΛࣗಈͰ෼ྨ ɾݸͷλάʹରԠʢݸͷ47.Λֶशʣ ɾ֬཰ͷߴ͍λάΛαδΣετɺελοϑͷ෼ྨ࡞ۀΛ൒ݮ / -1

  21. 21.

    ྉཧ ඇྉཧ ඇྉཧ ඇྉཧ ਫ਼౓࠶ݱ཰ ྉཧ͖Ζ͘͸ެ։೥Ͱສਓ͕ར༻ ྉཧࣸਅͷݕग़ ϢʔβͷεϚʔτϑΥϯ͔ΒྉཧࣸਅΛਂ૚ֶशͰݕग़ $ 7

  22. 22.

    WFS ɾ$B⒎F/FU ɾྉཧPSඇྉཧͷೋ஋෼ྨ WFS ɾ*ODFQUJPOW ɾྉཧ ২෺ ʜ PSඇྉཧͷଟ஋෼ྨ WFS

    ɾ*ODFQUJPOW QBUDIFEDMBTTJpDBUJPO ɾྉཧPSඇྉཧͷೋ஋෼ྨ ֶशσʔλ ɾਖ਼ྫɿΫοΫύουͷϨγϐͷը૾ ɾෛྫɿϥΠηϯεϑϦʔͷछʑͷը૾ WFSͷೝࣝ݁Ռ ྉཧࣸਅͷݕग़ $ 7
  23. 23.

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

  24. 24.

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

    7
  25. 25.

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

    ͺΓϚϦω τϚτ ࡐྉࣸਅͷ෼ྨ ࡐྉࣸਅΛ໿छྨʹ෼ྨɺαʔϏε։ൃʹར༻ʢ༧ఆʣ $ 7
  26. 26.

    Ϩγϐσʔλͷެ։ ؔ ࿈ τ ϐ ο Ϋ

  27. 27.

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

    ϐ ο Ϋ
  28. 28.

    ྉཧݕग़෦໳ ɾࣸਅதͷྉཧྖҬΛݕग़ ྉཧ෼ྨ෦໳ ɾྉཧࣸਅΛΫϥεʹ෼ྨ ͦ͏ΊΜ ͏ͲΜ ୈճ"*νϟϨϯδίϯςετ ؔ ࿈ τ

    ϐ ο Ϋ
  29. 29.

    +4"*$VQ ࡐྉࣸਅͷ෼ྨ ɾΧςΰϦʢFH ۄೢʣ ɾશ෦Ͱ ຕ ؔ ࿈ τ ϐ

    ο Ϋ
  30. 30.

    8"5 ؔ ࿈ τ ϐ ο Ϋ

  31. 31.

    ࿦จ΋ͪΒ΄Βͱ ؔ ࿈ τ ϐ ο Ϋ

  32. 32.

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

  33. 33.

    ͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠ɻ