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Wantedly の機械学習プロダクト開発を支える機械学習基盤 / #rejectcon2018

Nao Minami
September 29, 2018
3.4k

Wantedly の機械学習プロダクト開発を支える機械学習基盤 / #rejectcon2018

Rejectcon で「Wantedly の機械学習プロダクト開発 を支える機械学習基盤」について発表しました!
https://techplay.jp/event/686258

Nao Minami

September 29, 2018
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  1. ©2018 Wantedly, Inc. /BP.JOBNJ *OGSBTUSVDUVSF&OHJOFFS 8BOUFEMZ *OD (JU)VCTPVUI 5XJUUFSTPVUI 8BOUFEMZͰػցֶशج൫ߏஙʹऔΓ૊Ή

     43&ͱͯ͠ͷ໾ׂʢαʔϏεͷ৴པੑΛ୲อʣ  ։ൃج൫ͱͯ͠ͷ໾ׂʢձࣾશମͷج൫੔උͳͲʣ
  2. ©2018 Wantedly, Inc. 8BOUFEMZʹ͓͚Δػցֶशͷ׆༻ w 8BOUFEMZ7JTJU w ਓʹର͢Δʮاۀͷืूʯͷਪન w اۀʹର͢Δʮީิऀʯͷਪન

    w 8BOUFEMZ1FPQMF w ໊ࢗը૾ಡΈऔΓϩδοΫ w Ϣʔβʔಉ࢜ͷͭͳ͕ΓਪఆϩδοΫ w ࿩୊هࣄͷύʔιφϥΠζ w FUD
  3. ©2018 Wantedly, Inc. 8BOUFEMZʹ͓͚Δػցֶशͷ׆༻ w 8BOUFEMZ7JTJU w ਓʹର͢Δʮاۀͷืूʯͷਪન w اۀʹର͢Δʮީิऀʯͷਪન

    w 8BOUFEMZ1FPQMF w ໊ࢗը૾ಡΈऔΓϩδοΫ w Ϣʔβʔಉ࢜ͷͭͳ͕ΓਪఆϩδοΫ w ࿩୊هࣄͷύʔιφϥΠζ w FUD
  4. ©2018 Wantedly, Inc. 1FPQMF໊ࢗಡΈऔΓσϞ w 1FPQMFͷ໊ࢗಡΈऔΓ͸ػցֶशΛ׆༻ w ਺ඵͰσʔλԽ׬ྃͱ͍͏ମݧΛఏڙ͍ͨ͠ w ਓ͕ؒհࡏ͢Δͷ͸ෆՄೳ

    w ը૾͔Βߏ଄ԽσʔλΛಡΈग़͢ॲཧ͸ɺී௨ͷΞϧΰϦζϜͰ͸೉͍͠ w ػցֶशΛ׆༻͔ͨ͠Β੒ཱͨ͠ϓϩμΫτ
  5. ©2018 Wantedly, Inc. 8BOUFEMZ1FPQMFͷ໊ࢗը૾ಡΈऔΓख๏ͷมભ 3BOEPNGPSFTU 9(#PPTU %FFQ-FBSOJOH w  w

    8BOUFEMZ1FPQMFϦϦʔε w γϯϓϧͳख๏ w ЋͰਖ਼نදݱͳͲͷ ϩδοΫ΋ར༻ w  w ख๏Λมߋ w ֶशσʔλ֦ॆ w  w FOEUPFOEͰਪ࿦ w ͞ΒͳΔਫ਼౓޲্
  6. ©2018 Wantedly, Inc. 8BOUFEMZʹ͓͚Δػցֶशͷ׆༻ w 8BOUFEMZ7JTJU w ਓʹର͢Δʮاۀͷืूʯͷਪન w اۀʹର͢Δʮީิऀʯͷਪન

    w 8BOUFEMZ1FPQMF w ໊ࢗը૾ಡΈऔΓϩδοΫ w Ϣʔβʔಉ࢜ͷͭͳ͕ΓਪఆϩδοΫ w ࿩୊هࣄͷύʔιφϥΠζ w FUD
  7. ©2018 Wantedly, Inc. Ϣʔβʔಉ࢜ͷͭͳ͕Γਪఆ w ʮϓϩμΫτʹ͸ଘࡏ͠ͳ͍͕ɺݱ࣮Ͱ͸ଘࡏ ͢Δͭͳ͕ΓʯΛਪఆ͢Δ "͞Μ $͞Μ #͞Μ

    w ྫ"͞Μͱ$͞Μ͸#͞Μͱ͍͏ڞ௨ͷͭͳ͕Γ͕ ଘࡏ͢ΔͷͰɺݱ࣮Ͱ͸࣮͸ܨ͕͍ͬͯΔ͔΋ʁ w 'BDFCPPL΍-JOLFEJO΋ɺͭͳ͕Γਪఆ͔Βʮ஌Γ ߹͍Ͱ͸ʁʯػೳΛ࡞͍ͬͯΔ
  8. ©2018 Wantedly, Inc. Ϣʔβʔಉ࢜ͷͭͳ͕ΓਪఆϩδοΫ w %FFQXBMLͱ͍͏ख๏Λར༻ w άϥϑʢͭͳ͕ΓΛ൓өͨ͠σʔλߏ଄ʣͷ্ΛϥϯμϜʹભҠ͢ΔϥϯμϜ΢ΥʔΫͱɺ 4LJQHSBNΛ૊Έ߹ΘͤΔख๏ w

    ޿ൣғͳάϥϑߏ଄Λ൓өͭͭ͠ɺܭࢉྔΛݱ࣮తͳྔʹ཈͑Δࣄ͕Ͱ͖Δ w άϥϑߏ଄Λ൓өͨ࣍͠ݩͷWFDUPSΛOPEF͝ͱʹੜ੒͠ɺͭͳ͕Γਪఆʹར༻ w ʮͭͳ͕Γਪఆʯͷਫ਼౓վળʹͭͳ͕ͬͨʂ w ৄࡉ͸ɺͷٕज़ॻయͰ൦෍͢Δ8"/5&%-:5&$)#00,ʹʮάϥϑͱػցֶशʯ ͱ͍͏λΠτϧͰ·ͱΊ͍ͯ·͢ɻ ؾʹͳͬͨํ͸ͪ͜Β΋ࢀর͍ͯͩ͘͠͞ʂ ϥϯμϜ΢ΥʔΫ
  9. ©2018 Wantedly, Inc. 8BOUFEMZʹ͓͚Δػցֶशͷ׆༻ʢ࠶ܝʣ w 8BOUFEMZ7JTJU w ਓʹର͢Δʮاۀͷืूʯͷਪન w اۀʹର͢Δʮީิऀʯͷਪન

    w 8BOUFEMZ1FPQMF w ໊ࢗը૾ಡΈऔΓϩδοΫ w Ϣʔβʔಉ࢜ͷͭͳ͕ΓਪఆϩδοΫ w ࿩୊هࣄͷύʔιφϥΠζ w FUD
  10. ©2018 Wantedly, Inc. 8BOUFEMZʹ͓͚Δػցֶशͷ׆༻ w 8BOUFEMZ7JTJU w ਓʹର͢Δʮاۀͷืूʯͷਪન w اۀʹର͢Δʮީิऀʯͷਪન

    w 8BOUFEMZ1FPQMF w ໊ࢗը૾ಡΈऔΓϩδοΫ w Ϣʔβʔಉ࢜ͷͭͳ͕ΓਪఆϩδοΫ w ࿩୊هࣄͷύʔιφϥΠζ w FUD ༷ʑͳλεΫͰػցֶशΛ׆༻ʂ
  11. ©2018 Wantedly, Inc. σʔλΛஷΊΔج൫ w ͋ΒΏΔϩά΍σʔλΛ#JH2VFSZʹू໿ w ϩά΍σʔλू໿༻ͷج൫͕੔͍ͬͯΔ w (P

    3VCZͳͲ֤ݴޠ༻ͷMPHHFSMJCSBSZ qVFOUE w Ұ෦ɺ5SFBTVSF%BUBΛܦ༝ͯ͠#JH2VFSZ΁FYQPSU ೥ʹ#JH2VFSZ΁Ҡߦ໊ͨ͠࢒  w σʔλϕʔεͷσʔλಉظδϣϒ w ͋ΒΏΔϩά΍σʔλΛू໿ w Ϣʔβʔߦಈϩά w Πϕϯτϩά w σʔλϕʔεͷσʔλ w ֎෦࿈ܞαʔϏεʢFH4BMFTGPSDF ;FOEFTLʣͷσʔλ w ֤छΠϯϑϥϝτϦΫεʢ"QQMJDBUJPOMPH LVCFSOFUFTDMVTUFSMPH FUDʣ w FUD
  12. ©2018 Wantedly, Inc. σʔλΛ࢖͏ج൫ w ϚΠΫϩαʔϏεʮ"OBMZUJDTαʔϏεʯ͕ଘࡏ w σʔλΛఆظతʹՃ޻ɺ෼ੳ͢ΔͨΊͷαʔϏε w %4-Λར༻ͯ͠؆୯ʹ,VCFSFOFUFTͷ$SPO+PCʢఆظ࣮ߦδϣϒʣΛొ࿥Ͱ͖Δ

    w #JH2VFSZ#JH2VFSZɺ#JH2VFSZ3%4ͳͲͷॲཧ΋%4-Ͱ؆୯ʹهड़Մೳ w ϓϩάϥϜͰσʔλΛલॲཧͯ͠#JH2VFSZʹॻ͖໭͢͜ͱ΋Մೳ w ʮ3VCZͰ࡞Δσʔλ෼ੳج൫ʯͱ͍͏λΠτϧͰ3BJMT%.Ͱ஛໺͕ൃදͯ͠·͢ʂ #JH2VFSZ "OBMZUJDT 3%4
  13. ©2018 Wantedly, Inc. ิ଍,VCFSOFUFTͱ͸ w ,VCFSOFUFT͸ίϯςφΦʔέετϨʔγϣϯ πʔϧ w %PDLFSDPOUBJOFSΛΫϥελͷOPEFʹׂΓ౰ͯͯ͘ΕΔ w

    Ϋϥελ͕Ұ౓ߏங͞ΕΕ͹ɺ༷ʑͳDPOUBJOFSΛ؆୯ʹಈ͔͢ࣄ͕Ͱ͖Δ w Φʔτεέʔϧͯ͠ɺෛՙʹରͯ͠ॊೈʹରԠ͢Δࣄ΋Մೳ w 8BOUFEMZͰ͸ɺ,VCFSOFUFTΫϥελ্ʹϚΠΫϩαʔϏεΛߏங͍ͯ͠Δʢ໿αʔϏεʣ w ,VCFSOFUFT͕ఏڙ͢Δػೳͷதʹɺ$SPO+PCͱ͍͏ఆظ࣮ߦδϣϒػೳ͕͋Δ 4FSWJDF" 4FSWJDF# 4FSWJDF$
  14. ©2018 Wantedly, Inc. σʔλج൫·ͱΊ w σʔλΛஷΊΔج൫ w #JH2VFSZ w ֤छMPHHFSMJCSBSZ

    qVFOUE w σʔλಉظδϣϒ w 4 w σʔλΛ࢖͏ج൫ w #JH2VFSZ 4ΛػցֶशΤϯδχΞʹར༻ͯ͠΋Β͏ w "OBMZUJDTαʔϏεPO,VCFSOFUFT
  15. ©2018 Wantedly, Inc. σʔλج൫·ͱΊ w σʔλΛஷΊΔج൫ w #JH2VFSZ w ֤छMPHHFSMJCSBSZ

    w σʔλಉظδϣϒ w 4 w σʔλΛ࢖͏ج൫ w #JH2VFSZ 4ΛػցֶशΤϯδχΞʹར༻ͯ͠΋Β͏ w "OBMZUJDTαʔϏεPO,VCFSOFUFT σʔλΛ׆༻Ͱ͖Δσʔλج൫
  16. ©2018 Wantedly, Inc. w ݩʑ͸(16JOTUBODF͚ͩΛར༻͍ͯͨ͠ w ୆ͷΠϯελϯεΛ̍ਓͷΤϯδχΞ͕઎༗ͯ͠ར༻ w %PDLFSΛར༻ͯ͠ηοτΞοϓͷखؒΛܰݮ w

    ՝୊ w ೝূ৘ใ΋ؚΊͨηοτΞοϓ͕໘౗ w ֶश͕ऴΘͬͨΒHQVJOTUBODFΛTUPQ͢ΔͳͲɺӡ༻͕໘౗ ֶश؀ڥ
  17. ©2018 Wantedly, Inc. w ࠓ೥͔Β"NB[PO4BHF.BLFSΛಋೖ w ʮ։ൃʯɺʮֶशʯɺʮσϓϩΠʯ͕ߦ͑ΔػցֶशϓϥοτϑΥʔϜ w ֤εςοϓ͝ͱʹઐ༻ͷJOTUBODFΛཱͯͯར༻ w

    ։ൃ༻ͷίετͷ௿͍KVQZUFSJOTUBODFΛਓ͕઎༗ͯ͠ར༻ɻTBHFNBLFS MJCSBSZΛ௨ֶͯ͠श։࢝͢Δͱɺ.-JOTUBODF͕ద੾ͳ෼͚ͩىಈɻ w *".Ͱద੾ʹݖݶઃఆɻKVQZUFSJOTUBODFͷىಈTDSJQUͰηοτΞοϓɻ w EPDLFSDPOUBJOFSΛར༻ֶͯ͠शͰ͖Δɻ؀ڥ͸͔ͳΓࣗ༝౓Λ࣋ͬͯ࡞ΕΔɻ w ༷ʑͳϝϦοτ w ؀ڥηοτΞοϓͷίετ͕େ෯ʹݮͬͨ w ֶशऴྃޙʹ(16JOTUBODF͕উखʹTUPQ͢ΔͷͰɺ໘౗ͳӡ༻͕ෆཁʹͳͬͨ w 4BHF.BLFSʹ͍ͭͯ͸ɺͷ"84%FW%BZͰ͞ΒʹৄࡉΛ࿩͢༧ఆɻڵຯͷ ͋Δํ͸ͪ͜Β΋ͥͻʂ ֶश؀ڥ
  18. ©2018 Wantedly, Inc. w ֶश؀ڥ͸ɺ͔ͳΓʮࣗ༝౓ʯ͕͋Δ w ֶश΋EFQMPZ΋શͯEPDLFSDPOUBJOFSΛར༻͍ͯ͠ΔͷͰɺࣗ෼Ͱ%PDLFSpMF Λ༻ҙ͢Ε͹ͲΜͳ؀ڥͰ΋ಈ͔ͤΔ w 5FOTPSqPX

    1ZUPSDI TDJLJUMFBSOͳͲɺϓϩδΣΫτʹΑͬͯϥΠϒϥϦ΋ҧ͏ɻ ຊਓͷशख़౓ͳͲ༷ʑͳཁҼͰ࢖͏΋ͷ͸มߋՄೳɻ ֶश؀ڥ
  19. ©2018 Wantedly, Inc. w Ϟσϧ͸ɺ4΁UJNFTUBNQͳͲͷόʔδϣϯ ෇͖Ͱอଘ w ֶशσʔλ΍ϋΠύʔύϥϝʔλΛม͑ͯϞσϧΛߋ৽͍ͯ͘͠ࡍ΋ɺόʔδϣϯ෇͖Ͱอଘ ͯ͠؅ཧ w

    είΞΛBQQMJDBUJPO͔Βར༻͢ΔέʔεͰ͸ɺܭࢉͨ͠είΞΛ3%4΍3FEJTʹόʔδϣ ϯ൪߸ʢUJNFTUBNQʣ෇͖Ͱอଘͯ͠ɺBQQMJDBUJPO͔Βར༻ ֶश
  20. ©2018 Wantedly, Inc. w DPPLJFDVUUFSNMUFNQMBUFͰ։ൃΛߴ଎Խ w ػցֶशϓϩδΣΫτΛ܁Γฦ͢͠͏ͪʹɺࣾ಺ϕετϓϥΫςΟε͕ݟ͖͑ͯͨ w SFQPTJUPSZͷTFUVQॲཧΛANBLFCPPUTUSBQAʹ౷Ұ w

    ֶशσʔλΛ4ͱ΍ΓͱΓ͢ΔͨΊͷπʔϧΛར༻ w %PDLFSpMFΛར༻ w ֶशͷFOUSZQPJOUΛANBLFUSBJOAʹ౷Ұ w ධՁͷFOUSZQPJOUΛATDSJQUFWBMVBUFAʹ౷Ұ w ֶश࣌ͱਪ࿦࣌ͷલॲཧNPEVMFΛ౷Ұ w "1*TFSWFSͷUFNQMBUF࣮૷Λར༻ w ϕετϓϥΫςΟεͷపఈ։ൃޮ཰Խͷҝʹɺࣾ಺༻DPPLJFDVUUFSNMUFNQMBUFΛ༻ҙ w ։ൃ΍ֶशɺͦͷޙͷϑϩʔ͕ߴ଎Խʂ ֶश
  21. ©2018 Wantedly, Inc. w DPPLJFDVUFSUFNQMBUFͰ։ൃΛߴ଎Խ w ػցֶशϓϩδΣΫτΛ܁Γฦ͢͠͏ͪʹɺࣾ಺ϕετϓϥΫςΟε͕ݟ͖͑ͯͨ w SFQPTJUPSZͷTFUVQॲཧΛANBLFCPPUTUSBQAʹ౷Ұ w

    ֶशσʔλΛ4΁഑ஔɺ4͔ΒSFQPTJUPSZ΁μ΢ϯϩʔυ΍ٯʹ4΁Ξοϓϩʔυ ͢ΔͨΊͷπʔϧΛར༻ w %PDLFSpMFͷར༻ w ֶशͷFOUSZQPJOUΛANBLFUSBJOAʹ౷Ұ w ධՁͷFOUSZQPJOUΛATDSJQUFWBMVBUFAʹ౷Ұ w ֶश࣌ͱਪ࿦࣌ͷલॲཧNPEVMFΛ౷Ұ w "1*TFSWFSͷUFNQMBUF࣮૷Λར༻ w ϕετϓϥΫςΟεͷపఈπʔϧར༻؆ศԽͷҝʹɺDPPLJFDVUUFSUFNQMBUFΛ༻ҙͨ͠ ֶश ֶश؀ڥͷ੔උ͕ਐΜͩ
  22. ©2018 Wantedly, Inc. w ݩʑɺ֤.-SFQPTJUPSZͰόϥόϥʹ P⒐JOFධՁ݁ՌΛ؅ཧ͍ͯͨ͠ w ଟ͘ͷ.-SFQPTJUPSZ͸ɺධՁTDSJQUΛόϥόϥͷ໊લͰઃஔͯ͠ɺ4΁VQMPBE w ՝୊

    w υΩϡϝϯτ͕ແ͚Ε͹ɺP⒐JOFධՁͷ࣮ߦํ๏΍Ӿཡํ๏΋෼͔Βͳ͍ w JUFN͝ͱͷ݁ՌΛݟͨͯ͘΋ɺݟΔํ๏͕෼͔Βͳ͍ w ղܾࡦP⒐JOFධՁʹؔͯ͠ϨʔϧΛෑ͘͜ͱ ʹͨ͠ ධՁ
  23. ©2018 Wantedly, Inc. w ֤SFQPTJUPSZʹɺTDSJQUFWBMVBUFΛઃஔ w TDSJQUFWBMVBUFΛ࣮ߦ͢ΔͱɺP⒐JOFධՁ͕ߦΘΕͯɺධՁ݁Ռ͕ग़ྗ͞ΕΔ w P⒐JOFධՁσʔλΛ؅ཧ͢ΔπʔϧʮFWʯ w

    FWFWBMVBUJPOEBUBNBOBHFNFOUUPPM w FWDMJͱFWKPCHFOͷ૊Έ߹ΘͤͰػೳΛఏڙ w IUUQTHJUIVCDPNXBOUFEMZFWDMJ w IUUQTHJUIVCDPNXBOUFEMZFWKPCHFO PGGMJOFධՁͷϨʔϧ
  24. ©2018 Wantedly, Inc. w ֶशޙͷP⒐JOFධՁσʔλ؅ཧ w FWDMJ͕࣮૷ w P⒐JOFධՁ݁ՌΛϞσϧͷόʔδϣϯɺϋΠύʔύϥϝʔλɺֶशσʔλͷόʔδϣϯͱͱ΋ ʹอଘ͢Δʢ࠶ݱੑͷ͋ΔධՁ݁Ռʣ

    w ఆظతͳNBTUFSCSBODI NBTUFSEBUBͰͷ P⒐JOFධՁσʔλ؅ཧ w FWKPCHFO͕࣮૷ w ຖ೔P⒐JOFධՁͱFWDJMͰͷධՁ݁ՌͷอଘΛߦͬͯɺP⒐JOFධՁ݁Ռͷվળͷྺ࢙Λ࢒͢ FWͷػೳ
  25. ©2018 Wantedly, Inc. FWDMJͷΞʔΩςΫνϟ #JH2VFSZ 4  5BSHFU.-TFSWJDF  ATDSJQUFWBMVBUFAΛ࣮ߦͯ͠P⒐JOFධՁ

    w PVUUYUͱNFUSJDTKTPOΛੜ੒ AFWVQMPBEAΛ࣮ߦ w 4΁ܾ·ͬͨGPSNBUͰධՁσʔλΛVQMPBE w CSBODI DPNNJU IZQFSQBSBNFUFSͳͲ΋ಉ࣌ʹVQMPBE 4͔Β-BNCEBͰ#JH2VFSZ΁TUSFBNJOHJOTFSU w FWFYQPSUͱ͍͏ࣾ಺TFSWJDFͰ؅ཧ͞Εͨ-BNCEB  -BNCEB
  26. ©2018 Wantedly, Inc. FWKPCHFOͷػೳ w P⒐JOFධՁͱFWDMJΛఆظ࣮ߦ͢Δ ,VCFSOFUFT$SPO+PCΛొ࿥ w :BNMͰ࠷খͷఆٛΛॻ͘ͱɺP⒐JOFධՁͱFWDMJΛ࣮ߦ͢Δ$SPO+PC͕ొ࿥͞ΕΔ w

    ຖ೔֤.-SFQPTJUPSZͷNBTUFSͰͷP⒐JOFධՁ݁ՌΛ࢒͠ଓ͚Δ $SPO+PC" $SPO+PC# FWKPCHFO ొ࿥ ొ࿥ ܧଓతͳϞσϧධՁͷ ج൫͕੔උ͞Εͨ
  27. ©2018 Wantedly, Inc. w ,VCFSOFUFTΛར༻ w ϝϦοτΠϯϑϥΤϯδχΞ͕શؔ͘༩ͤͣʹ৽͍͠"1*TFSWFSΛݐͯΒΕΔ w ඞཁͳͷ͸ֶशࡁΈϞσϧͱ4FSWFS࣮૷ͱ%PDLFSpMFͱϚχϑΣετϑΝΠϧͷΈ w

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