$30 off During Our Annual Pro Sale. View Details »

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
3.1k

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
Tweet

More Decks by Nao Minami

Transcript

  1. ©2018 Wantedly, Inc.
    Wantedly ͷػցֶशϓϩμΫτ։ൃ
    Λࢧ͑Δػցֶशج൫
    29.Sep.2018 - Nao Minami (@south37)
    Rejectcon 2018 (builderscon tokyo 2018 ൪֎ฤ)

    View Slide

  2. ©2018 Wantedly, Inc.
    ࣗݾ঺հ

    View Slide

  3. ©2018 Wantedly, Inc.
    /BP.JOBNJ
    *OGSBTUSVDUVSF&OHJOFFS 8BOUFEMZ *OD
    (JU)VCTPVUI
    5XJUUFSTPVUI
    8BOUFEMZͰػցֶशج൫ߏஙʹऔΓ૊Ή
    43&ͱͯ͠ͷ໾ׂʢαʔϏεͷ৴པੑΛ୲อʣ
    ։ൃج൫ͱͯ͠ͷ໾ׂʢձࣾશମͷج൫੔උͳͲʣ

    View Slide

  4. ©2018 Wantedly, Inc.
    8BOUFEMZʹ͓͚Δػցֶशͷ׆༻
    ػցֶशϓϩμΫτ։ൃΛࢧ͑Δػցֶशج൫
    ·ͱΊ
    "HFOEB

    View Slide

  5. ©2018 Wantedly, Inc.
    8BOUFEMZʹ͓͚Δػցֶशͷ׆༻
    ػցֶशϓϩμΫτ։ൃΛࢧ͑Δػցֶशج൫
    ·ͱΊ
    "HFOEB

    View Slide

  6. ©2018 Wantedly, Inc.
    ͸ͨΒ͘Λ໘ന͘
    ༗໊اۀ΍ϕϯνϟʔɺελʔτΞοϓاۀɺؾʹͳΔΦ
    ϑΟεʹ࿩Λฉ͖ʹ͍͜͏ɻ

    ΩϥͬͱޫΔγΰτ΍ϓϩδΣΫτɺձࣾΛݟ͚ͭͯΤϯ
    τϦʔ͠·͠ΐ͏ɻ஌Γ߹͍ͷͭͳ͕Γ͕෼͔ͬͯ҆৺Ͱ
    ͢ɻ

    ϓϩϑΟʔϧΛॆ࣮ͤ͞Δ͜ͱͰɺ࠾༻୲౰ऀ͔Β௚઀Φ
    ϑΟε๚໰ͷট଴͕དྷΔ͔΋͠Ε·ͤΜɻ

    View Slide

  7. ©2018 Wantedly, Inc.
    ड͚औ໊ͬͨࢗશͯΛɺճͷࡱӨͰಉ࣌
    ʹಡΈࠐΈɻ

    ಡΈࠐΜ໊ͩࢗ͸ਓ޻஌ೳ͕ଈ࣌σʔλԽ
    ͠ɺ࿈བྷாʹ௥Ճ͞Ε·͢ɻ
    ݡ໊ࢗ͘؅ཧ

    View Slide

  8. ©2018 Wantedly, Inc.
    8BOUFEMZ7JTJUɺ8BOUFEMZ1FPQMFͱ͍͏
    ϓϩμΫτ։ൃͷͨΊʹػցֶशΛ׆༻͍ͯ͠·͢

    View Slide

  9. ©2018 Wantedly, Inc.
    8BOUFEMZʹ͓͚Δػցֶशͷ׆༻
    w 8BOUFEMZ7JTJU
    w ਓʹର͢Δʮاۀͷืूʯͷਪન
    w اۀʹର͢Δʮީิऀʯͷਪન
    w 8BOUFEMZ1FPQMF
    w ໊ࢗը૾ಡΈऔΓϩδοΫ
    w Ϣʔβʔಉ࢜ͷͭͳ͕ΓਪఆϩδοΫ
    w ࿩୊هࣄͷύʔιφϥΠζ
    w FUD

    View Slide

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

    View Slide

  11. ©2018 Wantedly, Inc.
    1FPQMF໊ࢗಡΈऔΓσϞ

    View Slide

  12. ©2018 Wantedly, Inc.
    1FPQMF໊ࢗಡΈऔΓσϞ
    w 1FPQMFͷ໊ࢗಡΈऔΓ͸ػցֶशΛ׆༻
    w ਺ඵͰσʔλԽ׬ྃͱ͍͏ମݧΛఏڙ͍ͨ͠
    w ਓ͕ؒհࡏ͢Δͷ͸ෆՄೳ
    w ը૾͔Βߏ଄ԽσʔλΛಡΈग़͢ॲཧ͸ɺී௨ͷΞϧΰϦζϜͰ͸೉͍͠
    w ػցֶशΛ׆༻͔ͨ͠Β੒ཱͨ͠ϓϩμΫτ

    View Slide

  13. ©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౓޲্

    View Slide

  14. ©2018 Wantedly, Inc.
    ܧଓతվળΛ࣮ݱʂ

    View Slide

  15. ©2018 Wantedly, Inc.
    8BOUFEMZʹ͓͚Δػցֶशͷ׆༻
    w 8BOUFEMZ7JTJU
    w ਓʹର͢Δʮاۀͷืूʯͷਪન
    w اۀʹର͢Δʮީิऀʯͷਪન
    w 8BOUFEMZ1FPQMF
    w ໊ࢗը૾ಡΈऔΓϩδοΫ
    w Ϣʔβʔಉ࢜ͷͭͳ͕ΓਪఆϩδοΫ
    w ࿩୊هࣄͷύʔιφϥΠζ
    w FUD

    View Slide

  16. ©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

    View Slide

  17. ©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

    View Slide

  18. ©2018 Wantedly, Inc.
    8BOUFEMZʹ͓͚Δػցֶशͷ׆༻ʢ࠶ܝʣ
    w 8BOUFEMZ7JTJU
    w ਓʹର͢Δʮاۀͷืूʯͷਪન
    w اۀʹର͢Δʮީิऀʯͷਪન
    w 8BOUFEMZ1FPQMF
    w ໊ࢗը૾ಡΈऔΓϩδοΫ
    w Ϣʔβʔಉ࢜ͷͭͳ͕ΓਪఆϩδοΫ
    w ࿩୊هࣄͷύʔιφϥΠζ
    w FUD

    View Slide

  19. ©2018 Wantedly, Inc.
    8BOUFEMZʹ͓͚Δػցֶशͷ׆༻
    w 8BOUFEMZ7JTJU
    w ਓʹର͢Δʮاۀͷืूʯͷਪન
    w اۀʹର͢Δʮީิऀʯͷਪન
    w 8BOUFEMZ1FPQMF
    w ໊ࢗը૾ಡΈऔΓϩδοΫ
    w Ϣʔβʔಉ࢜ͷͭͳ͕ΓਪఆϩδοΫ
    w ࿩୊هࣄͷύʔιφϥΠζ
    w FUD
    ༷ʑͳλεΫͰػցֶशΛ׆༻ʂ

    View Slide

  20. ©2018 Wantedly, Inc.
    8BOUFEMZʹ͓͚Δػցֶशͷ׆༻
    ػցֶशϓϩμΫτ։ൃΛࢧ͑Δػցֶशج൫
    ·ͱΊ
    "HFOEB

    View Slide

  21. ©2018 Wantedly, Inc.
    ػցֶशϓϩμΫτ։ൃΛࢧ͑Δػցֶशج൫
    લఏ৚݅8BOUFEMZͰ͸ϓϩμΫτνʔϜʹ
    ػցֶशΤϯδχΞ͕ॴଐ
    w ʮػցֶशνʔϜʯΛϓϩμΫτνʔϜͱ͸ผʹ༻ҙͯ͠Δձࣾ΋ଟ͍

    View Slide

  22. ©2018 Wantedly, Inc.
    7JTJUdਓ 1FPQMFdਓ
    ػցֶशΤϯδχΞਓ ػցֶशΤϯδχΞਓ
    8BOUFEMZͷνʔϜߏ੒

    View Slide

  23. ©2018 Wantedly, Inc.
    ϓϩμΫτνʔϜʹػցֶशΤϯδχΞ͕͍Δཧ༝
    w ʮϓϩμΫτʹͱͬͯՁ஋͋ΔվળʯΛߦ͍΍͍͢
    w ίϯςΩετΛڞ༗͍ͯ͠ΔͷͰద੾ͳλεΫઃఆɺΰʔϧઃఆ͕Ͱ͖Δ
    w ϓϩμΫτʹͱͬͯίΞͳՁ஋ΛੜΈग़͢͜ͱʹ੹೚Λ΋ͯΔ
    w ϦϦʔεʹ޲͚ͯओମతʹಈ͚Δ
    w σʔλΛαʔϏεͷࢹ఺͔Βଊ͑Δ͜ͱ͕Ͱ͖Δ
    w FHεύϜߦಈΛߦ͏ϢʔβʔͷߦಈϩάͳͲΛద੾ʹѻ͏͜ͱ͕Ͱ͖Δ

    View Slide

  24. ©2018 Wantedly, Inc.
    ϓϩμΫτνʔϜʹػցֶशΤϯδχΞ͕͍Δ৔߹ͷσϝϦοτ
    w Կ΋ରࡦ͠ͳ͚Ε͹σϝϦοτ͸͋Δ
    w νʔϜؒͷػցֶशΤϯδχΞͷ஌ࣝɾ஌ݟͷ෼அ
    w ձࣾશମͱͯ͠ݟͨͱ͖ʹػցֶश؀ڥ͕੔උ͞ΕͮΒ͍
    w ࣾ಺ɺࣾ֎ษڧձ
    w ࣾ಺ྠߨ΍%BUB%SJWFO%FWFMPQFS.FFUVQͷ։࠵
    w ձࣾશମͷػցֶशج൫ͷ੔උ

    View Slide

  25. ©2018 Wantedly, Inc.
    ϓϩμΫτνʔϜʹػցֶशΤϯδχΞ͕͍Δ৔߹ͷσϝϦοτ
    w Կ΋ରࡦ͠ͳ͚Ε͹σϝϦοτ͸͋Δ
    w νʔϜؒͷػցֶशΤϯδχΞͷ஌ࣝɾ஌ݟͷ෼அ
    w ձࣾશମͱͯ͠ݟͨͱ͖ʹػցֶश؀ڥ͕੔උ͞ΕͮΒ͍
    w ࣾ಺ɺࣾ֎ษڧձ
    w ࣾ಺ྠߨ΍%BUB%SJWFO%FWFMPQFS.FFUVQͷ։࠵
    w ձࣾશମͷػցֶशج൫ͷ੔උ

    View Slide

  26. ©2018 Wantedly, Inc.
    8BOUFEMZͷػցֶशج൫

    View Slide

  27. ©2018 Wantedly, Inc.
    8BOUFEMZͷػցֶशج൫
    w σʔλج൫
    w ֶश
    w ධՁ
    w σϓϩΠ
    w ܭଌ

    View Slide

  28. ©2018 Wantedly, Inc.
    8BOUFEMZͷػցֶशج൫
    w σʔλج൫
    w ֶश
    w ධՁ
    w σϓϩΠ
    w ܭଌ

    View Slide

  29. ©2018 Wantedly, Inc.
    σʔλج൫
    w σʔλΛஷΊΔج൫
    w σʔλΛ࢖͏ج൫

    View Slide

  30. ©2018 Wantedly, Inc.
    σʔλج൫
    w σʔλΛஷΊΔج൫
    w σʔλΛ࢖͏ج൫

    View Slide

  31. ©2018 Wantedly, Inc.
    σʔλΛஷΊΔج൫
    w ͋ΒΏΔϩά΍σʔλΛ#JH2VFSZʹू໿
    w ϩά΍σʔλू໿༻ͷج൫͕੔͍ͬͯΔ
    w (P 3VCZͳͲ֤ݴޠ༻ͷMPHHFSMJCSBSZqVFOUE
    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

    View Slide

  32. ©2018 Wantedly, Inc.
    w ը૾σʔλ͸4Ͱ؅ཧ
    w ػցֶशϓϩδΣΫτ͝ͱʹCVDLFUΛ෼͚ͯɺͦ͜ʹֶश༻ͷը૾σʔλΛ഑ஔ
    w Ճ޻ͨ͠BOOPUBUJPO෇ֶ͖शσʔλͳͲͷ഑ஔʹ΋ར༻
    σʔλΛஷΊΔج൫

    View Slide

  33. ©2018 Wantedly, Inc.
    σʔλج൫
    w σʔλΛஷΊΔج൫
    w σʔλΛ࢖͏ج൫

    View Slide

  34. ©2018 Wantedly, Inc.
    w #JH2VFSZ4ͷ؀ڥͰɺඞཁͳݖݶ͸
    ػցֶशΤϯδχΞʹશͯ౉͍ͯ͠Δ
    w ඞཁͳσʔλΛࣗ༝ʹऔಘɺ੔ܗɺอଘͰ͖Δ
    w σʔλ෼ੳɺՄࢹԽɺલॲཧɺֶश
    ػցֶशΤϯδχΞ
    σʔλΛ࢖͏ج൫
    #JH2VFSZ
    4

    View Slide

  35. ©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

    View Slide

  36. ©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$SPO+PCͱ͍͏ఆظ࣮ߦδϣϒػೳ͕͋Δ
    4FSWJDF" 4FSWJDF# 4FSWJDF$

    View Slide

  37. ©2018 Wantedly, Inc.
    σʔλج൫·ͱΊ
    w σʔλΛஷΊΔج൫
    w #JH2VFSZ
    w ֤छMPHHFSMJCSBSZqVFOUE
    w σʔλಉظδϣϒ
    w 4
    w σʔλΛ࢖͏ج൫
    w #JH2VFSZ4ΛػցֶशΤϯδχΞʹར༻ͯ͠΋Β͏
    w "OBMZUJDTαʔϏεPO,VCFSOFUFT

    View Slide

  38. ©2018 Wantedly, Inc.
    σʔλج൫·ͱΊ
    w σʔλΛஷΊΔج൫
    w #JH2VFSZ
    w ֤छMPHHFSMJCSBSZ
    w σʔλಉظδϣϒ
    w 4
    w σʔλΛ࢖͏ج൫
    w #JH2VFSZ4ΛػցֶशΤϯδχΞʹར༻ͯ͠΋Β͏
    w "OBMZUJDTαʔϏεPO,VCFSOFUFT
    σʔλΛ׆༻Ͱ͖Δσʔλج൫

    View Slide

  39. ©2018 Wantedly, Inc.
    8BOUFEMZͷػցֶशج൫
    w σʔλج൫ʜ#JH2VFSZ4"OBMZUJDT
    w ֶश
    w ධՁ
    w σϓϩΠ
    w ܭଌ

    View Slide

  40. ©2018 Wantedly, Inc.
    w σʔλͱίʔυͱֶश؀ڥΛ༻ҙͯ͠ɺػցֶश
    ֶश
    #JH2VFSZ
    4
    σʔλ ίʔυ
    1Z5PSDI
    (16JOTUBODF
    4BHF.BLFS
    ֶश؀ڥ

    View Slide

  41. ©2018 Wantedly, Inc.
    w (16JOTUBODFͱ4BHF.BLFSΛ࢖͍෼͚
    w τϥΠΤϥʔͷ։ൃஈ֊΍ɺֶशʹܭࢉࢿݯ͕ͦΕ΄Ͳඞཁͳ͍ͱ͖͸MPDBMͷ
    1$Λར༻͢Δέʔε΋͋Δ
    ֶश؀ڥ
    (16JOTUBODF
    $PNQVUF&OHJOF

    "NB[PO4BHF.BLFS

    View Slide

  42. ©2018 Wantedly, Inc.
    w ݩʑ͸(16JOTUBODF͚ͩΛར༻͍ͯͨ͠
    w ୆ͷΠϯελϯεΛ̍ਓͷΤϯδχΞ͕઎༗ͯ͠ར༻
    w %PDLFSΛར༻ͯ͠ηοτΞοϓͷखؒΛܰݮ
    w ՝୊
    w ೝূ৘ใ΋ؚΊͨηοτΞοϓ͕໘౗
    w ֶश͕ऴΘͬͨΒHQVJOTUBODFΛTUPQ͢ΔͳͲɺӡ༻͕໘౗
    ֶश؀ڥ

    View Slide

  43. ©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

    View Slide

  44. ©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

    View Slide

  45. ©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

    View Slide

  46. ©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

    View Slide

  47. ©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

    View Slide

  48. ©2018 Wantedly, Inc.
    8BOUFEMZͷػցֶशج൫
    w σʔλج൫ʜ#JH2VFSZ4"OBMZUJDT
    w ֶशʜ(16JOTUBODF4BHF.BLFS
    w ධՁ
    w σϓϩΠ
    w ܭଌ

    View Slide

  49. ©2018 Wantedly, Inc.
    w ֶशͨ͠ϞσϧͷΫΦϦςΟΛνΣοΫ͢Δͨ
    ΊʹɺP⒐JOFධՁΛߦ͏
    w ਖ਼ղ཰ʢBDDVSBDZʣ͸ʁద߹཰ʢQSFDJTJPOʣ͸ʁ࠶ݱ཰ʢSFDBMMʣ͸ʁ
    w ਪ࿦Λؒҧ͑ͨ࣌ɺͲͷέʔεʹରͯ͠Ͳ͏͍ͬͨؒҧ͍Λͨ͠ͷ͔ʁ
    w ʮϦϦʔεͷ൑அʯ΍ʮਫ਼౓վળʯΛ͔֬ΊΔͨΊʹඞཁ
    ධՁ

    View Slide

  50. ©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

    View Slide

  51. ©2018 Wantedly, Inc.
    w ֤SFQPTJUPSZʹɺTDSJQUFWBMVBUFΛઃஔ
    w TDSJQUFWBMVBUFΛ࣮ߦ͢ΔͱɺP⒐JOFධՁ͕ߦΘΕͯɺධՁ݁Ռ͕ग़ྗ͞ΕΔ
    w P⒐JOFධՁσʔλΛ؅ཧ͢ΔπʔϧʮFWʯ
    w FWFWBMVBUJPOEBUBNBOBHFNFOUUPPM
    w FWDMJͱFWKPCHFOͷ૊Έ߹ΘͤͰػೳΛఏڙ
    w IUUQTHJUIVCDPNXBOUFEMZFWDMJ
    w IUUQTHJUIVCDPNXBOUFEMZFWKPCHFO
    PGGMJOFධՁͷϨʔϧ

    View Slide

  52. ©2018 Wantedly, Inc.
    w ֶशޙͷP⒐JOFධՁσʔλ؅ཧ
    w FWDMJ͕࣮૷
    w P⒐JOFධՁ݁ՌΛϞσϧͷόʔδϣϯɺϋΠύʔύϥϝʔλɺֶशσʔλͷόʔδϣϯͱͱ΋
    ʹอଘ͢Δʢ࠶ݱੑͷ͋ΔධՁ݁Ռʣ
    w ఆظతͳNBTUFSCSBODI NBTUFSEBUBͰͷ
    P⒐JOFධՁσʔλ؅ཧ
    w FWKPCHFO͕࣮૷
    w ຖ೔P⒐JOFධՁͱFWDJMͰͷධՁ݁ՌͷอଘΛߦͬͯɺP⒐JOFධՁ݁Ռͷվળͷྺ࢙Λ࢒͢
    FWͷػೳ

    View Slide

  53. ©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

    View Slide

  54. ©2018 Wantedly, Inc.
    FWKPCHFOͷػೳ
    w P⒐JOFධՁͱFWDMJΛఆظ࣮ߦ͢Δ
    ,VCFSOFUFT$SPO+PCΛొ࿥
    w :BNMͰ࠷খͷఆٛΛॻ͘ͱɺP⒐JOFධՁͱFWDMJΛ࣮ߦ͢Δ$SPO+PC͕ొ࿥͞ΕΔ
    w ຖ೔֤.-SFQPTJUPSZͷNBTUFSͰͷP⒐JOFධՁ݁ՌΛ࢒͠ଓ͚Δ
    $SPO+PC"
    $SPO+PC#
    FWKPCHFO
    ొ࿥
    ొ࿥

    View Slide

  55. ©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

    View Slide

  56. ©2018 Wantedly, Inc.
    8BOUFEMZͷػցֶशج൫
    w σʔλج൫ʜ#JH2VFSZ4"OBMZUJDT
    w ֶशʜ(16JOTUBODF4BHF.BLFS
    w ධՁʜTDSJQUFWBMVBUFFW
    w σϓϩΠ
    w ܭଌ

    View Slide

  57. ©2018 Wantedly, Inc.
    w ػցֶशΛϓϩμΫτʹ׆༻͢Δࡍɺେ͖͘෼͚ͯ
    छྨͷํ๏͕͋Δ
    w "1*TFSWFSΛ༻ҙͯ͠ɺSFRVFTUʹରͯ͠ϞσϧͰਪ࿦ͨ݁͠ՌΛฦ͢ʢը૾෼ྨͳͲʣ
    w είΞΛόονܭࢉͯ͠BQQMJDBUJPO͔Βར༻ʢਪનͳͲʣ
    σϓϩΠ

    View Slide

  58. ©2018 Wantedly, Inc.
    w ,VCFSOFUFTΛར༻
    w ϝϦοτΠϯϑϥΤϯδχΞ͕શؔ͘༩ͤͣʹ৽͍͠"1*TFSWFSΛݐͯΒΕΔ
    w ඞཁͳͷ͸ֶशࡁΈϞσϧͱ4FSWFS࣮૷ͱ%PDLFSpMFͱϚχϑΣετϑΝΠϧͷΈ
    w ͞Βʹɺ4FSWFS࣮૷ͷେ෦෼͸DPPLJFDVUUFSNMςϯϓϨʔτͰఏڙ
    w ϚχϑΣετϑΝΠϧ΋ɺࣾ಺ςϯϓϨʔτ͕ଘࡏ
    w EFQMPZखॱͷυΩϡϝϯτ΋੔උ͞Ε͓ͯΓɺEFQMPZ༻ͷศརͳࣾ಺πʔϧ΋ଘࡏ
    "1*TFSWFSΛ༻ҙ͢Δํ๏
    .-DBUFHPSJ[FS .-SFDPNNFOEFS" .-SFDPNNFOEFS#

    View Slide

  59. ©2018 Wantedly, Inc.
    w ,VCFSOFUFTΛར༻
    w ϝϦοτΠϯϑϥΤϯδχΞ͕શؔ͘༩ͤͣʹ৽͍͠"1*TFSWFSΛݐͯΒΕΔ
    w ඞཁͳͷ͸ֶशࡁΈϞσϧͱ4FSWFS࣮૷ͱ%PDLFSpMFͷΈ
    w ͞Βʹɺ4FSWFS࣮૷ͷେ෦෼͸DPPLJFDVUUFSNMςϯϓϨʔτͰఏڙ
    w EFQMPZखॱͷυΩϡϝϯτ΋੔උ͞Ε͓ͯΓɺEFQMPZ༻ͷศརͳࣾ಺πʔϧ΋ଘࡏ
    "1*TFSWFSΛ༻ҙ͢Δํ๏
    .-DBUFHPSJ[FS .-SFDPNNFOEFS" .-SFDPNNFOEFS#
    ΨϯΨϯ"1*TFSWFSΛ
    ݐͯΔ͜ͱ͕Ͱ͖Δ؀ڥʂ

    View Slide

  60. ©2018 Wantedly, Inc.
    w ,VCFSOFUFTͷ$SPO+PCΛར༻
    w ڠௐϑΟϧλϦϯάͳͲɺશମਪ࿦͢Δ΋ͷ͸είΞΛόονܭࢉ͢Δ
    w ܭࢉ݁Ռ͸3%4΍3FEJTͳͲɺ"QQMJDBUJPO͔Βར༻͠΍͍͢σʔλετΞʹอଘ
    w είΞΛฦ͢"1*TFSWFSΛݐͯΔࣄ΋͋Δ
    w ඞཁͳͷ͸ίʔυͱ%PDLFSpMFͱϚχϑΣετϑΝΠϧͷΈ
    είΞΛόονܭࢉ͢Δํ๏
    .-+PC
    3%4 3FEJT
    "QQMJDBUJPO
    είΞॻ͖ग़͠ είΞಡΈࠐΈ

    View Slide

  61. ©2018 Wantedly, Inc.
    w (16JOTUBOUFͰ૊Μͩ,VCFSOFUFTDMVTUFS
    ΋༻ҙ͍ͯ͠Δ
    w σΟʔϓϥʔχϯάͳͲ(16Λ࢖͍͍ͨλεΫͰ͋ͬͯ΋ɺ,VCFSOFUFTDMVTUFS΁؆୯
    ʹσϓϩΠͰ͖Δ
    w $SPO+PCͰͷֶशɾਪ࿦ʹར༻
    w (PPHMF,VCFSOFUFT&OHJOFΛར༻
    ,VCFSOFUFTDMVTUFSͷ؀ڥ
    %FFQ-FBSOJOH4FSWJDF" %FFQ-FBSOJOH4FSWJDF#

    View Slide

  62. ©2018 Wantedly, Inc.
    w (16JOTUBOUFͰ૊Μͩ,VCFSOFUFTDMVTUFS
    ΋༻ҙ͍ͯ͠Δ
    w σΟʔϓϥʔχϯάͳͲ(16Λ࢖͏λεΫͰ͋ͬͯ΋ɺ,VCFSOFUFTDMVTUFS΁؆୯ʹσ
    ϓϩΠͰ͖Δ
    w $SPO+PCͰͷֶशɾਪ࿦ʹར༻
    w (PPHMF,VCFSOFUFT&OHJOFΛར༻
    ,VCFSOFUFTDMVTUFSͷ؀ڥ
    %FFQ-FBSOJOH4FSWJDF" %FFQ-FBSOJOH4FSWJDF#
    ,VCFSOFUFTΛ׆༻ͯ͠
    σϓϩΠج൫͸੔උ

    View Slide

  63. ©2018 Wantedly, Inc.
    8BOUFEMZͷػցֶशج൫
    w σʔλج൫ʜ#JH2VFSZ4"OBMZUJDT
    w ֶशʜ(16JOTUBODF4BHF.BLFS
    w ධՁʜTDSJQUFWBMVBUFFW
    w σϓϩΠʜ,VCFSOFUFT (16DMVTUFS

    w ܭଌ

    View Slide

  64. ©2018 Wantedly, Inc.
    w ຊ൪σϓϩΠޙ͸ɺϩάΛݟͯܧଓతʹܭଌ
    w σʔλج൫͕੔ͬͯΔͷͰɺϩάͷऩू΋؆୯
    w ޮՌݕূʹ͸"#UFTUΛར༻
    w ਪનܥλεΫͰ͋Ε͹ΫϦοΫ཰ͳͲɺਪ࿦ܥλεΫͰ͋Ε͹ਖ਼౴཰ͳͲΛܭଌ
    ܭଌ

    View Slide

  65. ©2018 Wantedly, Inc.
    w ຊ൪σϓϩΠޙ͸ɺϩάΛݟͯܧଓతʹܭଌ
    w ޮՌݕূʹ͸"#UFTUΛར༻
    w ਪનܥλεΫͰ͋Ε͹ΫϦοΫ཰ͳͲɺਪ࿦ܥλεΫͰ͋Ε͹ਖ਼౴཰ͳͲΛܭଌ
    ܭଌ
    ܭଌ΋੔උ͞Ε͍ͯΔ

    View Slide

  66. ©2018 Wantedly, Inc.
    8BOUFEMZͷػցֶशج൫
    w σʔλج൫ʜ#JH2VFSZ4"OBMZUJDT
    w ֶशʜ(16JOTUBODF4BHF.BLFS
    w ධՁʜTDSJQUFWBMVBUFFW
    w σϓϩΠʜ,VCFSOFUFT (16DMVTUFS

    w ܭଌʜϩάܭଌ"#UFTU

    View Slide

  67. ©2018 Wantedly, Inc.
    8BOUFEMZͷػցֶशج൫
    w σʔλج൫ʜ#JH2VFSZ4"OBMZUJDT
    w ֶशʜ(16JOTUBODF4BHF.BLFS
    w ධՁʜFW#JH2VFSZ%0.0
    w σϓϩΠʜ,VCFSOFUFT (16DMVTUFS

    w ܭଌʜϩάܭଌ"#UFTU%0.0
    ػցֶशج൫ͷ্Ͱ
    ܧଓతͳվળΛ࣮ݱ

    View Slide

  68. ©2018 Wantedly, Inc.
    8BOUFEMZͷػցֶशج൫ͷྺ࢙
    গ͠ྺ࢙ΛৼΓฦͬͯΈΔ

    View Slide

  69. ©2018 Wantedly, Inc.
    8BOUFEMZͷػցֶशج൫ͷྺ࢙
    ࠷ॳ͔Βػցֶशج൫͕
    ੔උ͞Ε͍ͯͨͷ͔ʁ

    View Slide

  70. ©2018 Wantedly, Inc.
    8BOUFEMZͷػցֶशج൫ͷྺ࢙
    ҧ͏ɺ՝୊Λݟ͚ͭΔͨͼʹ
    վળΛ͖ͯͨ͠

    View Slide

  71. ©2018 Wantedly, Inc.
    w σʔλج൫ʜ#JH2VFSZ4"OBMZUJDT
    w σʔλ෼ੳ؀ڥΛ੔͑ΔͨΊ೥ʹ5SFBTVSF%BUBɺ೥ʹ#JH2VFSZ"OBMZUJDTಋೖ
    w ֶशʜ(16JOTUBODF4BHF.BLFS
    w ೥͔Β(16JOTUBODFΛར༻ɺ೥ʹ4BHF.BLFSΛಋೖ
    w ධՁʜTDSJQUFWBMVBUFFW
    w ೥͔ΒFWΛ։ൃɺಋೖͯ͠ϨʔϧΛෑ͍ͨ
    w σϓϩΠʜ,VCFSOFUFT (16DMVTUFS

    w ೥͔Β,VCFSOFUFTར༻ɺ೥͔Β(16DMVTUFSΛར༻
    w ܭଌʜϩάܭଌ"#UFTU
    8BOUFEMZͷػցֶशج൫ͷྺ࢙

    View Slide

  72. ©2018 Wantedly, Inc.
    8BOUFEMZͷػցֶशج൫ͷྺ࢙
    վળͷ݁Ռ͕
    ࠓͷػցֶशج൫

    View Slide

  73. ©2018 Wantedly, Inc.
    8BOUFEMZͷػցֶशج൫ͷྺ࢙
    ࠓޙ΋͞Βʹվળͯ͠ɺ
    ػցֶशΤϯδχΞ͕Ձ஋ΛൃشͰ͖Δ
    ؀ڥΛՃ଎͍ͯ͘͠ʂ

    View Slide

  74. ©2018 Wantedly, Inc.
    8BOUFEMZʹ͓͚Δػցֶशͷ׆༻
    ػցֶशϓϩμΫτ։ൃΛࢧ͑Δػցֶशج൫
    ·ͱΊ
    "HFOEB

    View Slide

  75. ©2018 Wantedly, Inc.
    ·ͱΊ
    w 8BOUFEMZͰ͸ɺ༷ʑͳܗͰػցֶशΛ
    ϓϩμΫτ΁׆༻͍ͯ͠Δ
    w ػցֶशΤϯδχΞ͸ϓϩμΫτνʔϜͷதͰ
    ίΞͳՁ஋ΛੜΈग़͍ͯ͠Δ
    w ࠓޙ΋ػցֶशج൫Λվળͯ͠ɺػցֶश
    ΤϯδχΞ͕͞Βʹً͚Δ؀ڥΛ࡞͍ͬͯ͘ʂ

    View Slide

  76. ©2018 Wantedly, Inc.
    We’re Hiring
    w Ձ஋ΛੜΈग़͍ͨ͠ػցֶशΤϯδχΞͷํ
    w ΤϯδχΞΛࢧ͑Δج൫Λ࡞Γ͍ͨํ
    w ͦͷଞɺڵຯΛ࣋ͬͯͩͬͨ͘͞ํ
    ͥͻ࿩Λฉ͖ʹ͖͍ͯͩ͘͞ʂ

    View Slide