筋肉質なエンジニア組織を目指して / The road to robust and flexible engineering organization

13d936e697fe0f4fa96f926d0a712f6c?s=47 Sansan
October 31, 2019

筋肉質なエンジニア組織を目指して / The road to robust and flexible engineering organization

■イベント
Engineering Organization Festival 2019
https://eof.connpass.com/event/143794/

■登壇概要
タイトル:
筋肉質なエンジニア組織を目指して -失敗と成功から学ぶエンジニア組織の作り方-

登壇者:
Eight事業部 チーフエンジニアリングマネジャー 鈴木康寛

▼Sansan Builders Box
https://buildersbox.corp-sansan.com/

13d936e697fe0f4fa96f926d0a712f6c?s=128

Sansan

October 31, 2019
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Transcript

  1. ے೑࣭ͳΤϯδχΞ૊৫Λ໨ࢦͯ͠ dࣦഊͱ੒ޭ͔ΒֶͿΤϯδχΞ૊৫ͷ࡞Γํd EOF 2019 Sansanגࣜձࣾ Eightࣄۀ෦νʔϑΤϯδχΞϦϯάϚωδϟʔ ླ໦߁׮

  2. ླ໦߁׮ SansanגࣜձࣾEightࣄۀ෦ νʔϑΤϯδχΞϦϯάϚωδϟʔ CEM ೥Sansanגࣜձࣾʹೖࣾɻ Eightࣄۀ෦ͰRailsʹͯόοΫΤϯυͷ։ൃʹैࣄ͢Δɻ RedshiftΛ༻͍ͨKPIऔಘͷ࢓૊ΈΛ։ൃ͠ɺσʔλن໛͕֦େ ͢ΔݱࡏͰ΋ύϑΥʔϚϯεΛҡ࣋͢Δج൫Λங͍ͨɻͦͷ ޙɺEightͷجຊతͳػೳͰ͋Δͭͳ͕Γॲཧͷվળ΍Ϗδωε ωοτϫʔΫͷୈҰาͱͳΔϑΟʔυػೳͷϓϩτλΠϓ։ൃΛ

    ߦ͍ɺχϡʔε഑৴ػೳ΍Ϩίϝϯυػೳվྑ౳ͷ։ൃΛઌಋ ͠ɺࣗΒ΋࣮૷ʹࢀըͨ͠ɻ্هϨίϝϯυΞʔΩςΫνϟ࡮ ৽ࣄྫͱͯ͠AWS Dev Day 2017ʹొஃɻ ݱࡏ͸νʔϑΤϯδχΞϦϯάϚωʔδϟʔͱͯ͠ɺEight։ൃ ૊৫ͷ՝୊ղܾʹैࣄɻ @yasuzukisan
  3. ຊ೔ͷΞδΣϯμ “ ”

  4. ΞδΣϯμ Eightͷ঺հ EightΤϯδχΞ૊৫ͷมભ CEMͱͯ͠ͷస׵ظ ࠓޙͷEightΤϯδχΞ૊৫ͷల๬

  5. Eightͷ঺հ “ ”

  6. EightΛ͝ར༻தͷํ✋

  7. None
  8. ໊ࢗͰͭͳ͕ΔϏδωεͷͨΊͷSNS

  9. EightͰاۀ಺ͷਓ຺Λڞ༗

  10. ࠾༻αʔϏε΋ϦϦʔε

  11. ๏ਓ޲͚Ϋϥ΢υ໊ࢗ؅ཧαʔϏε ݸਓ޲໊͚ࢗΞϓϦ SansanΛࢧ͑Δ2ͭͷαʔϏε

  12. ࣸਅͷೖΕํ ग़ձ͍͔Β ΠϊϕʔγϣϯΛੜΈग़͢

  13. Sansanશମͷैۀһ਺ͷมભ 2007 2008 2009 2010 2011 2012 2013 2014 2015

    2016 2017 2018 2019.5 500໊Ҏ্ ໿200໊ ໿100໊ ໿50໊ 5໊ ௚ۙ೥ؒͰ ໿ ໊Ҏ্ͷ ਓһ֦େ
  14. ੒௕ɺ֦େ͠ଓ͚Δ૊৫ͷ ੒ޭͱࣦഊ͔Βಘֶͨͼ

  15. EightΤϯδχΞ૊৫ͷมભ “ ”

  16. ·ͣ͸ϓϩμΫτͷྺ࢙ΛৼΓฦΔ

  17. EightϓϩμΫτͷྺ࢙ Eight v3
 Ұൠެ։ϩʔϯν AWSҠߦ 2012೥ 2013೥ Eight v4
 UI/UX࡮৽

    ໊ࢗ؅ཧʹͱ͜ͱΜ޲͖߹͏
  18. EightϓϩμΫτͷྺ࢙ 2014೥ 2015೥ Eight v7
 ϓϩϑΟʔϧ Eight v6
 ϓϨϛΞϜαʔϏε։࢝ Eight

    v6.3
 ϑΟʔυ ໊ࢗ؅ཧ͔ΒϏδωεωοτϫʔΩϯά΁
  19. EightϓϩμΫτͷྺ࢙ 2016೥ 2017೥ اۀϖʔδ Eight v7.3
 ୺຤໊ࢗަ׵ ϦΞϧλΠϜ Ϩίϝϯσʔγϣϯ Eight

    v8
 UI࡮৽ Eight v8.4
 άϧʔϓνϟοτ اۀʹΑΔ౤ߘ اۀ޲͚
 ϓϨϛΞϜαʔϏε։࢝ ͭͳ͕ΓڧԽɺاۀϢʔεͷ௥ٻ
  20. EightϓϩμΫτͷྺ࢙ 2018೥ 2019೥ اۀ޲͚ϓϨϛΞϜ ڞ༗ϥϕϧ ΫΠοΫεΩϟϯ Eight v9
 UI/UX࡮৽ Eight

    Career Design
 αʔϏε։࢝ ஈ֊ೝূ χϡʔε֦ॆ ࡱӨޙಋઢ վળ ݪ఺ճؼ͠ɺίΞͳՁ஋ͷ௥ٻ΁
  21. ॱௐʹ੒௕͖ͯͨ͠Α͏ʹݟ͑Δ

  22. ࣮͸ɺ૊৫͸ॱ෩ຬൕͰ͸ͳ͔ͬͨ

  23. ૊৫ͷมભͱ ࣗ਎ͷϞνϕʔγϣϯ

  24. 2012೥ 2013 2014 2015 2016 2017 2018 2019 ։ൃ૊৫ͱࣗ਎ͷϞνϕʔγϣϯ 0

    100 ࣗ਎ͷΠϕϯτ ։ൃ૊৫ ࣗ਎ͷϞνϕʔγϣϯάϥϑ ೖࣾޙͷΪϟοϓʹۤ͠Ή ࣗ਎ͷ੒௕͕੒Ռʹͭͳ͕Δ Sansanೖࣾ CEMब೚ ϑΟʔυ ϓϩτλΠϐϯά KPIج൫ϦϓϨΠε ୺຤໊ࢗަ׵ ϓϩτ ໊ࢗݕࡧج൫ ˍ DBҠߦ Ϩίϝϯυج൫ ࡮৽ ࠾༻αʔϏε ։ൃ 1νʔϜ Unit੍ εΫϥϜ νʔϜ੍ EM੍
  25. ۤ೰ͷ࣌ظ Photo by Nik Shuliahin on Unsplash

  26. ۤ೰1ϝϯόʔͷ2ۃԽ

  27. 2012೥ 2013 2014 2015 2016 2017 2018 2019 ۤ೰1ϝϯόʔͷ2ۃԽ 0

    100 Πϕϯτ ։ൃ૊৫ Ϟνϕʔγϣϯάϥϑ Sansanೖࣾ CEMब೚ 2017೥ʙ2018೥ʹ͔͚ͯ ΑΓ࣮ײ
  28. 2ۃԽͷݪҼ ࢀೖϝϯόͷٸ૿

  29. ૊৫ͱͯ͠ͷঢ়ଶ w Ϧʔμʔͱͯ͠νʔϜΛҾͬுΔ w νʔϜͷத֩ͱͯ͠ظ଴͞ΕΔ w ͞Βʹ੒௕͠ɺ੒ՌΛੵΈ্͛Δ w ݹࢀϝϯόʔͷ҉໧஌͕ڞ༗͞Ε͍ͯͳ͍ w

    ձ͔ࣾΒͷظ଴͕Θ͔Βͳ͍ w ࣗ਎ͷڧΈ͕׆͔ͤͳ͍ ੒Ռ͔Β੒௕Λ࣮ײ ੒Ռ͕ग़͖͠Εͳ͍
  30. ۤ೰2εΫϥϜମ੍ղମ

  31. 2012೥ 2013 2014 2015 2016 2017 2018 2019 ۤ೰εΫϥϜମ੍ղମ 0

    100 Πϕϯτ ։ൃ૊৫ Ϟνϕʔγϣϯάϥϑ Sansanೖࣾ CEMब೚ 2018೥ॳ०ʹൃੜ
  32. εΫϥϜ΍ΊΑ͏

  33. εΫϥϜମ੍ղମͷݪҼ యܕతͳࣦഊྫ ରཱߏ଄͕ݦஶʹ εΫϥϜϚελʔ ϓϩμΫτΦʔφʔ &JHIUࣄۀ෦௕ w εϓϦϯτΰʔϧ΁ͷ֬໿͕ബ͍ w ࣄۀʹର͢Δओମੑ͕௿͍

    ։ൃऀ w ࣄۀʹର͢Δओମੑ͕ߴ͍ w εΫϥϜ΁ͷཧղʹফۃత w ։ൃऀΛ݉೚ w ϓϩηεࣗମʹ܏౗ ࣄۀཁٻ
  34. ૊৫ͱͯ͠ͷঢ়ଶ SM SM SM SM SM ෆ৴ײ Eightࣄۀ෦௕ νʔϜʹΑΔ͹Β͖ͭʹΑΓ։ൃ ૊৫͕ෆ҆ఆԽ

    ։ൃऀͷϓϩμΫτߩݙ͕ബ·Δ ੒Ռ͕ग़ͤͳ͍͜ͱʹΑΓɺ։ൃ ʹର͢Δෆ৴ײ͕ืΔ
  35. ૊৫ͷఀ଺

  36. ૊৫ͷఀ଺ Ϧʔμʔ૚ͷΈ͕੒ՌΛ্͛Δґଘ͔Βൈ͚ग़ͤͣ ৽نϝϯόʔ͸੒Ռʹͭͳ͕ΔνϟϯεΛ༩͑ΒΕͣ ։ൃνʔϜ͕ࣄۀʹߩݙ͍ͯ͠Δײ֮΋ബΕ࢝ΊΔ

  37. ͜ͷঢ়گԼͰɺ ࣗ਎͕CEMͱͳΔ

  38. CEMͱͯ͠࠷ॳʹ΍ͬͨ͜ͱ EMମ੍ͷൃ଍ ͜Ε·Ͱʹੜͨ͡ΤϯδχΞ૊৫্ͷ՝୊ղܾͷͨΊɺ νʔϜԣஅతͳମ੍ͱͯ͠&.Λ഑ஔ EM EM EM ։ൃϓϩηεͷ੔ཧ ։ൃϦιʔεͷ੔ཧ ϝϯόʔͷ੒௕

    ՝୊ͷݟ͑ΔԽ ՝୊ղܾ ՝୊ ٵ্͍͛
  39. ͕ɺEMମ੍͸ࣦഊ ମ੍ࣗମ͕த్൒୺ ޚ༻ฉ͖ʹͳͬͯ͠·͏ ࣄۀ͔ΒCEM΁ͷظ଴ͷೝࣝζϨ ͕࣌ؒऔΕͣɺ੒ՌʹࢸΒͳ͍ νʔϜͱͷڑ཭ײ EMͱ͸ʁ EM EM EM

  40. ૊৫ͱͯ͠ͷঢ়ଶ ෆ৴ײ Eightࣄۀ෦௕ EM EM EM ٙ৺҉َ ·͞ʹ൘ڬΈ

  41. ࣗ਎ͷఀ଺ɺݽಠ

  42. ࣗ਎ͷఀ଺ɺݽಠ CEMͱͯ͠ͷ੒Ռͱ੒௕͕Θ͔Βͳ͍ νʔϜ͔Βڑ཭͕ԕ͍ঢ়ଶͰݱ৔ײ͕Θ͔Βͳ͍ ࣗ৴͕΋ͯͳ͍

  43. ͲΜఈΛܦݧ Photo by Tom Pumford on Unsplash

  44. ʮླ໦͞Μɺ ɹɹɹ֑ͬ΀ͪͰ͢Αɻʯ Photo by Benjaminrobyn Jespersen on Unsplash

  45. CEMͱͯ͠ͷ֑ͬ΀ͪ ίʔν͔Βୀ࿏͕ͳ͍ঢ়ଶͩͱ஌Β͞ΕΔ ࣗ਎͕צҧ͍͍ͯͨ͠ࣄ࣮Λಥ͖͚ͭΒΕΔ ݁ہ͸ɺCEMͷൽΛඃͬͨΤϯδχΞͷ··ͩͬͨ

  46. CEMͱͯ͠ͷస׵ظ “ ”

  47. Unlearn Photo by Fred Kearney on Unsplash

  48. 1ΤϯδχΞͷࢥߟΛࣺͯɺ Ϛωʔδϟʔ΁ͷࢥߟม༰

  49. Ϛωʔδϟʔ΁ͷࢥߟม༰ ࠷ॏཁͳͷ͸ΤϯδχΞ૊৫ͱͯ͠੒ՌΛ্͛Δ͜ͱɺ ͦ͜ʹɺશ੹೚Λ࣋ͭ

  50.  ࣗ਎ͷཧ૝ʹनΘΕͳ͍  ద੾ʹ೚ͤΔ  ࣗ਎Λม͑Δ͜ͱΛڪΕͳ͍ 3ͭͷϚΠϯυνΣϯδ

  51. ม༰1ࣗ਎ͷཧ૝ʹनΘΕͳ͍ ݱ࣮Λཧղ্ͨ͠ͰɺͰ͖Δ͜ͱΛಥ͖٧ΊΔ ૊৫ͷࢥ૝Λ࠶֬ೝ͢Δ ૊৫ͷϏδϣϯɺࣄۀઓུɺظ଴Λཧղ ૊৫ͷ੍໿Λ࠶֬ೝ͢Δ ਓతϦιʔεɺίετ

  52. ม༰2ద੾ʹ೚ͤΔ ֤ϝϯόʔʹ͔͚Δظ଴ͱ໾ׂΛ໌֬ʹ͠ɺ೚ͤΔ ࣗ਎ͷϦιʔε͸ݶఆ͞Ε͍ͯΔ ֤͕ࣗ΍Δ΂͖͜ͱʹϑΥʔΧε͠ɺओମతʹಈ͚Δঢ়ଶΛͭ͘Δ ࣗݾ૊৫Խ ૊৫ͱͯ͠ͷ੒Ռʹ޲͚ͯϕΫτϧΛ߹ΘͤΔ

  53. ม༰3ࣗ਎Λม͑Δ͜ͱΛڪΕͳ͍ ૊৫͸ϦʔμʔͷثҎ্ʹͳΒͳ͍ Ϧʔμʔͷ֮ࣗΛ࣋ͪɺࣗݾೝࣝྗΛߴΊΔ ֑ͬ΀ͪΛট͍ͨݩڟ Ϧʔμʔͱͯ͠पΓ͔ΒͲ͏ݟ͍͑ͯΔ͔ ֎໘తࣗݾೝࣝྗ  Ϧʔμʔͱͯ͠Ͳ͏͍͖͍ͯͨ͠ͷ͔ มԽʹ൐͏௧ΈΛड͚ೖΕɺ௒͍͑ͯ͘ ੒௕ʹߦ͖٧·ͬͨΒ·ͣมԽͯ͠ΈΔ

    ڪා͸ඞཁͳ΋ͷͩͱ࿦ཧతʹ஌֮͠ɺ௒͑Δ
  54. ϚΠϯυνΣϯδ͔ΒΞΫγϣϯ΁

  55. EM 2.0 ࢝ಈ

  56. ࢪࡦ1ࣄۀ෦௕ͱͷର࿩ EM EM EM EM EM Eightࣄۀ෦௕ CEM ΤϯδχΞ૊৫ ର࿩Λ૿΍͢

    ։ൃ૊৫ʹର͢Δظ଴ɺ՝୊ ΛৗʹΞοϓσʔτ ৴པؔ܎Λங͘ CEMͱͯ͠ͷ;Δ·͍΋ҙ ࣝ͢Δ
  57. ࢪࡦ2&.ͷҭ੒ EM EM EM EM EM Eightࣄۀ෦௕ ΤϯδχΞ૊৫ ࣄۀ෦௕ͷࢥ͍Λ뱌͠ɺࣗ ෼ͷݴ༿Ͱ఻͑Δ

    ࣄۀ΍ϓϩμΫτͷํ޲ੑΛڞ༗ ͠ɺϕΫτϧΛ߹ΘͤΔ ίʔνϯάཧ࿦ΛҰॹʹֶͿ ϝϯόʔ΁ͷࢦ໋ࣔྩ͢ΔϦʔμʔ γοϓ ϝϯόʔࣗ਎͕಺লͯ͠ղΛग़͢ ৔໘Ͱ্هΛ࢖͍෼͚Δόϥϯε ίʔνϯάΛ ҰॹʹֶͿ ૝͍Λ뱌͠ɺ఻͑Δ ࣾ֎ίʔν
  58. ࢪࡦ3: ੒௕໨ඪͷઃఆͱ1on1 EM EM EM EM EM Eightࣄۀ෦௕ ΤϯδχΞ૊৫ ϝϯόͱͷ৴པؔ܎Λৢ੒

    શΤϯδχΞ͕৬ೳΛ৳͹ͤ ΔΑ͏ʹ໨ඪΛઃఆ͢Δ ໨ඪୡ੒ʹ޲͚ͯओମతʹಈ ͚Δঢ়ଶΛͭ͘Δ ໨ඪઃఆ 1on1
  59. EM2.0 ·ͱΊ EM EM EM EM EM Ϗδϣϯɺࣄۀઓུɺظ଴ Eightࣄۀ੹೚ऀ ੒Ռ

    ੒௕ w Unitϝϯόʔͷ੒௕Λޙԡ͠ w ձࣾͷํ਑ɺظ଴Λ఻͑Δ w ϐʔϓϧϚωδϝϯτ w ։ൃ૊৫ͷԣஅత՝୊ղܾ w ݦࡏ՝୊ w જࡏ՝୊ w Unitͷϛογϣϯୡ੒ʹ੹຿ Λ΋ͭ w Unitͷ։ൃΛϦʔυ w ద੾ͳϝϯόʔΞαΠϯ CEM ΤϯδχΞ૊৫
  60. EM 2.0ͷ੒Ռ

  61. ΤϯήʔδϝϯτείΞ wevox ͷ্ঢ ಛʹɺ w ࣗݾ੒௕ w ࢧԉ w ਓؒؔ܎

    w ૊৫෩౔ ͕ݦஶʹ޲্
  62. օ͞Μɺ2͓ർΕ༷Ͱͨ͠ʂ Sansan Values Star 12ăßdză

  63. SansanͷΧλνͷମݱ ग़ձ͍͔ΒΠϊϕʔγϣϯΛੜΈग़͢ - Mission ࢓ࣄʹ޲͖߹͍ɺ࢓ࣄΛָ͠Ή ڧΈΛ׆͔͠ɺ੒ՌΛग़͢ ײँͱײܹΛେ੾ʹ͢Δ ҙࢥͱҙਤΛ΋ͬͯ൑அ͢Δ มԽΛڪΕͣɺ௅ઓ͍ͯ͘͠ -

    Values ηΩϡϦςΟͱརศੑΛཱ྆ͤ͞Δ - Premise Sansanࣾһͱͯ͠ͷ ϓϩϑΣογϣφϦζϜ
  64. ࣄۀ෦௕ɺEMϝϯόʔ͔Β ΤϯδχΞɺงғؾมΘͬͨΑͶ

  65. ࠓޙͷEightΤϯδχΞ૊৫ͷల๬ “ ”

  66. ΤϯδχΞ૊৫ͱͯ͠ ྑ͍ঢ়ଶͱ͸

  67. Ϟνϕʔγϣϯάϥϑ͔Β ͍͍ঢ়ଶΛৼΓฦΔ

  68. 2012೥ 2013 2014 2015 2016 2017 2018 2019 ࠷΋ྑ͔ͬͨͱ͖ 0

    100 Sansanೖࣾ CEMब೚ Ϩίϝϯυج൫࡮৽
  69. Instances Lambda Function Lambda Function Queue Instances Lambda Function ϦΞϧλΠϜϨίϝϯυج൫

    αʔόʔϨεΞʔΩςΫνϟʹ࡮৽
  70. Ϩίϝϯυج൫࡮৽࣌ͷνʔϜͷঢ়ଶ ͦΕͧΕ͕ಠཱͨ͠ݸਓͱͯ͠ྑ͍෼ۀମ੍ ՝୊͕͋Ε͹ଈղܾ͢ΔͨΊͷྑ͍ର࿩ ࣄۀ෦ͱͯ͠ͷظ଴ͱཁٻ΋ߴ͍ঢ়ଶ ୭ʹͱͬͯ΋ະ஌΁ͷνϟϨϯδ ਓʷٕज़੒Ռͱ੒௕

  71. https://d1.awsstatic.com/events/jp/2017/summit/devday/D4T8-5.pdf ੒Ռ͕ର֎తʹ΋ධՁ

  72. ٕज़ͰࣄۀΛϦʔυ͢Δ

  73. 2012೥ 2013 2014 2015 2016 2017 2018 2019 ٕज़ͰࣄۀΛϦʔυ͢ΔͨΊͷΞΫγϣϯ 0

    100 Sansanೖࣾ CEMब೚ EM2.0 ΞʔΩςΫτମ੍
  74. ૊৫্ʹΞʔΩςΫτΛ഑ஔ EM EM EM EM EM ࣄۀ੒௕Λٕज़໘ͰҾͬுΔ ੒௕Λ્֐͢Δٕज़త՝୊ͷੋਖ਼ कΓ 

    ࣄۀͷ৳ͼ͠ΖΛٕज़໘Ͱͭ͘Δ ߈Ί  ֤Unitͱٕज़తʹ࿈ܞ͠ɺ՝ ୊ղܾ ૊৫্Ͱ΋໾ׂ͕໌֬ʹ CEM ΞʔΩςΫτ ૊৫Ϛωʔδ ٕज़Ϧʔυ
  75. ૊৫΁ͷӨڹ EM EM EM EM EM CEM ΞʔΩςΫτ ૊৫Ϛωʔδ ٕज़Ϧʔυ

    ਓɺνʔϜ Λ׆ੑԽ ٕज़ɺϓϩμΫτ Λ׆ੑԽ ૊৫શମͷ੒Ռɺ੒௕ͷ࠷େԽ΁
  76. EightΛϦʔυͰ͖Δ ΤϯδχΞ૊৫

  77. ͦͷઌʹΊ͟͢΋ͷ

  78. ҰਓͻͱΓ͕ EightΛεέʔϧͤ͞Δ Photo by Olga Guryanova on Unsplash

  79. EightΤϯδχΞ૊৫ͱͯ͠ཧ૝తͳঢ়ଶ &JHIUΛओମతʹεέʔϧͰ͖͍ͯΔ ϓϩϑΣογϣφϧूஂ ҰਓͻͱΓ͕ɺ Ͱ͋Δ͜ͱɻ

  80. ͦͷͨΊͷࢦ਑Λఆٛ

  81. SansanͷΧλνΛվΊͯ뱌 ग़ձ͍͔ΒΠϊϕʔγϣϯΛੜΈग़͢ - Mission ࢓ࣄʹ޲͖߹͍ɺ࢓ࣄΛָ͠Ή ڧΈΛ׆͔͠ɺ੒ՌΛग़͢ ײँͱײܹΛେ੾ʹ͢Δ ҙࢥͱҙਤΛ΋ͬͯ൑அ͢Δ มԽΛڪΕͣɺ௅ઓ͍ͯ͘͠ -

    Values ηΩϡϦςΟͱརศੑΛཱ྆ͤ͞Δ - Premise Sansanࣾһͱͯ͠ͷ ϓϩϑΣογϣφϦζϜ
  82. Eightࣄۀ෦ͷOKR ے೑࣭ͳ૊৫ ݸʑͷϝϯόʔ͕ڧ͋͘Δ͜ͱ ͔ͭɺ૊৫ͱͯ͠ॊೈͰ͋Δ͜ͱ

  83. EightΤϯδχΞͷΧλν Photo by Thao Le Hoang on Unsplash

  84. EightΤϯδχΞͷΧλν ͋Γํ -ࣗ੹ɺڠಇɺม༰ͷ ࡾ࣠Λ΋ͬͯ੒Ռʹ ޲͖߹͍͑ͯΔঢ়ଶ ڠಇ ม༰ ࣗ੹ ੒Ռ Be

    Professional
  85. ࣗ੹ ࣗ਎ͷ൑அɺݴಈʹ੹೚Λ࣋ͪɺओମతʹۀ຿͕ ਱ߦͰ͖͍ͯΔ ৗʹଞ੹ʹͳ͍ͬͯͳ͍͔Ͳ͏͔Λࣗ਎ɺ͋Δ͍ ͸पғʹ໰͍͔͚Δ ʮओମతͰ͋ΔʯୈҰͷश׳ εςΟʔϒϯɾ3ɾίϰΟʔ ͭͷश׳

  86. ڠಇ νʔϜͱͯ͠੒Ռͷ࠷େԽʹ޲͖߹͏ ֤ݸਓͷڧΈΛ೺Ѳ͠ɺޓ͍ʹଚܟ͠ɺ੒Ռʹͭ ͳ͛Δ ՝୊ղܾͷͨΊɺଞऀΛר͖ࠐΉϦʔμʔγοϓ Λ࣋ͭ

  87. ม༰ ࣗ਎΍૊৫ʹର͢ΔมԽΛड͚ೖΕΔ଱ੑͱɺॊ ೈੑΛ࣋ͭ มԽʹର͢Δڪාʹཱͪ޲͔͍ɺνϟϨϯδ͢Δ աڈ͔ΒֶͼɺະདྷΛݟਾ͑ɺࠓʹ׆͔͢

  88. ݸʑ͕ɺUnlearnͰ͖Δڧ͞

  89. ੒ਓൃୡཧ࿦ ϩόʔτɾΩʔΨϯ ͷ࣮ફ ࣗ੹ͰนΛ௒͑Δ w ૬खͷཱ৔ʹཱͬͯࢥߟ w ࣗ਎ͷՁ஋؍͕ະ׬੒ w ࣗ෼ͷཉٻ΍ײ৘ʹ஧࣮

    w ଞਓ͸ࣗ෼ͷಓ۩ ஈ֊
 ಓ۩ओٛతஈ֊
 རݾతஈ֊ ஈ֊
 ࣗݾओಋతஈ֊ ஈ֊
 ଞऀґଘஈ֊ ׳शతஈ֊ ஈ֊
 ࣗݾม༰ɾ ૬ޓൃୡஈ֊ w ࣗ਎ͷՁ஋؍ཱ͕֬ w ଞऀͱͷؔ܎ੑͷதͰࣗ਎ͷ֪ΛഁΕͳ͍ w ඞཁʹԠͯࣗ͡਎ͷՁ஋؍Λঢ՚ͤ͞ΒΕΔ w ଞऀͱ૬ޓ੒௕Ͱ͖Δ ࣗ෼࣠ ଞऀ࣠
  90. ݸʑ͕ΑΓڧ͘ɺ ૊৫ͱͯ͠εέʔϧ͢Δ Photo by Paweł Czerwiński on Unsplash

  91. ૊৫ͷ੒ޭ॥؀Ϟσϧ μχΤϧɾΩϜ ͷ࣮ફ ؔ܎ͷ࣭ wࣗ੹Ͱߦಈ wϕΫτϧΛ߹Θͤڠಇ w1on1Ͱͷ৴པؔ܎ wίʔνϯά ߦಈͷ࣭ ࢥߟͷ࣭

    ݁Ռͷ࣭ wࣄۀཧղ w੒௕໨ඪ wࣗ੹Ͱࢥߟ •Unlearn wୡ੒ײ w૊৫ͷҰମײ
  92. ΤϯδχΞࣗΒ ੒ՌΛ࠷େԽͰ͖Δ૊৫΁

  93. None