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

by Sansan

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

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ླ໦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

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ຊ೔ͷΞδΣϯμ “ ”

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

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Eightͷ঺հ “ ”

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EightΛ͝ར༻தͷํ✋

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No content

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໊ࢗͰͭͳ͕ΔϏδωεͷͨΊͷSNS

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EightͰاۀ಺ͷਓ຺Λڞ༗

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࠾༻αʔϏε΋ϦϦʔε

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

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ࣸਅͷೖΕํ ग़ձ͍͔Β ΠϊϕʔγϣϯΛੜΈग़͢

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Sansanશମͷैۀһ਺ͷมભ 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019.5 500໊Ҏ্ ໿200໊ ໿100໊ ໿50໊ 5໊ ௚ۙ೥ؒͰ ໿ ໊Ҏ্ͷ ਓһ֦େ

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੒௕ɺ֦େ͠ଓ͚Δ૊৫ͷ ੒ޭͱࣦഊ͔Βಘֶͨͼ

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EightΤϯδχΞ૊৫ͷมભ “ ”

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·ͣ͸ϓϩμΫτͷྺ࢙ΛৼΓฦΔ

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EightϓϩμΫτͷྺ࢙ Eight v3  Ұൠެ։ϩʔϯν AWSҠߦ 2012೥ 2013೥ Eight v4  UI/UX࡮৽ ໊ࢗ؅ཧʹͱ͜ͱΜ޲͖߹͏

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EightϓϩμΫτͷྺ࢙ 2014೥ 2015೥ Eight v7  ϓϩϑΟʔϧ Eight v6  ϓϨϛΞϜαʔϏε։࢝ Eight v6.3  ϑΟʔυ ໊ࢗ؅ཧ͔ΒϏδωεωοτϫʔΩϯά΁

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EightϓϩμΫτͷྺ࢙ 2016೥ 2017೥ اۀϖʔδ Eight v7.3  ୺຤໊ࢗަ׵ ϦΞϧλΠϜ Ϩίϝϯσʔγϣϯ Eight v8  UI࡮৽ Eight v8.4  άϧʔϓνϟοτ اۀʹΑΔ౤ߘ اۀ޲͚  ϓϨϛΞϜαʔϏε։࢝ ͭͳ͕ΓڧԽɺاۀϢʔεͷ௥ٻ

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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΁

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ॱௐʹ੒௕͖ͯͨ͠Α͏ʹݟ͑Δ

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࣮͸ɺ૊৫͸ॱ෩ຬൕͰ͸ͳ͔ͬͨ

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૊৫ͷมભͱ ࣗ਎ͷϞνϕʔγϣϯ

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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

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ۤ೰ͷ࣌ظ Photo by Nik Shuliahin on Unsplash

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ۤ೰1ϝϯόʔͷ2ۃԽ

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2012೥ 2013 2014 2015 2016 2017 2018 2019 ۤ೰1ϝϯόʔͷ2ۃԽ 0 100 Πϕϯτ ։ൃ૊৫ Ϟνϕʔγϣϯάϥϑ Sansanೖࣾ CEMब೚ 2017೥ʙ2018೥ʹ͔͚ͯ ΑΓ࣮ײ

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2ۃԽͷݪҼ ࢀೖϝϯόͷٸ૿

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૊৫ͱͯ͠ͷঢ়ଶ w Ϧʔμʔͱͯ͠νʔϜΛҾͬுΔ w νʔϜͷத֩ͱͯ͠ظ଴͞ΕΔ w ͞Βʹ੒௕͠ɺ੒ՌΛੵΈ্͛Δ w ݹࢀϝϯόʔͷ҉໧஌͕ڞ༗͞Ε͍ͯͳ͍ w ձ͔ࣾΒͷظ଴͕Θ͔Βͳ͍ w ࣗ਎ͷڧΈ͕׆͔ͤͳ͍ ੒Ռ͔Β੒௕Λ࣮ײ ੒Ռ͕ग़͖͠Εͳ͍

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ۤ೰2εΫϥϜମ੍ղମ

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2012೥ 2013 2014 2015 2016 2017 2018 2019 ۤ೰εΫϥϜମ੍ղମ 0 100 Πϕϯτ ։ൃ૊৫ Ϟνϕʔγϣϯάϥϑ Sansanೖࣾ CEMब೚ 2018೥ॳ०ʹൃੜ

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εΫϥϜ΍ΊΑ͏

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εΫϥϜମ੍ղମͷݪҼ యܕతͳࣦഊྫ ରཱߏ଄͕ݦஶʹ εΫϥϜϚελʔ ϓϩμΫτΦʔφʔ &JHIUࣄۀ෦௕ w εϓϦϯτΰʔϧ΁ͷ֬໿͕ബ͍ w ࣄۀʹର͢Δओମੑ͕௿͍ ։ൃऀ w ࣄۀʹର͢Δओମੑ͕ߴ͍ w εΫϥϜ΁ͷཧղʹফۃత w ։ൃऀΛ݉೚ w ϓϩηεࣗମʹ܏౗ ࣄۀཁٻ

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૊৫ͱͯ͠ͷঢ়ଶ SM SM SM SM SM ෆ৴ײ Eightࣄۀ෦௕ νʔϜʹΑΔ͹Β͖ͭʹΑΓ։ൃ ૊৫͕ෆ҆ఆԽ ։ൃऀͷϓϩμΫτߩݙ͕ബ·Δ ੒Ռ͕ग़ͤͳ͍͜ͱʹΑΓɺ։ൃ ʹର͢Δෆ৴ײ͕ืΔ

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૊৫ͷఀ଺

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

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͜ͷঢ়گԼͰɺ ࣗ਎͕CEMͱͳΔ

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

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͕ɺEMମ੍͸ࣦഊ ମ੍ࣗମ͕த్൒୺ ޚ༻ฉ͖ʹͳͬͯ͠·͏ ࣄۀ͔ΒCEM΁ͷظ଴ͷೝࣝζϨ ͕࣌ؒऔΕͣɺ੒ՌʹࢸΒͳ͍ νʔϜͱͷڑ཭ײ EMͱ͸ʁ EM EM EM ❌

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

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ࣗ਎ͷఀ଺ɺݽಠ

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

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ͲΜఈΛܦݧ Photo by Tom Pumford on Unsplash

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

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

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CEMͱͯ͠ͷస׵ظ “ ”

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Unlearn Photo by Fred Kearney on Unsplash

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1ΤϯδχΞͷࢥߟΛࣺͯɺ Ϛωʔδϟʔ΁ͷࢥߟม༰

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

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

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

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

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ม༰3ࣗ਎Λม͑Δ͜ͱΛڪΕͳ͍ ૊৫͸ϦʔμʔͷثҎ্ʹͳΒͳ͍ Ϧʔμʔͷ֮ࣗΛ࣋ͪɺࣗݾೝࣝྗΛߴΊΔ ֑ͬ΀ͪΛট͍ͨݩڟ Ϧʔμʔͱͯ͠पΓ͔ΒͲ͏ݟ͍͑ͯΔ͔ ֎໘తࣗݾೝࣝྗ Ϧʔμʔͱͯ͠Ͳ͏͍͖͍ͯͨ͠ͷ͔ มԽʹ൐͏௧ΈΛड͚ೖΕɺ௒͍͑ͯ͘ ੒௕ʹߦ͖٧·ͬͨΒ·ͣมԽͯ͠ΈΔ ڪා͸ඞཁͳ΋ͷͩͱ࿦ཧతʹ஌֮͠ɺ௒͑Δ

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ϚΠϯυνΣϯδ͔ΒΞΫγϣϯ΁

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EM 2.0 ࢝ಈ

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ࢪࡦ1ࣄۀ෦௕ͱͷର࿩ EM EM EM EM EM Eightࣄۀ෦௕ CEM ΤϯδχΞ૊৫ ର࿩Λ૿΍͢ ։ൃ૊৫ʹର͢Δظ଴ɺ՝୊ ΛৗʹΞοϓσʔτ ৴པؔ܎Λங͘ CEMͱͯ͠ͷ;Δ·͍΋ҙ ࣝ͢Δ

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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

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ࢪࡦ3: ੒௕໨ඪͷઃఆͱ1on1 EM EM EM EM EM Eightࣄۀ෦௕ ΤϯδχΞ૊৫ ϝϯόͱͷ৴པؔ܎Λৢ੒ શΤϯδχΞ͕৬ೳΛ৳͹ͤ ΔΑ͏ʹ໨ඪΛઃఆ͢Δ ໨ඪୡ੒ʹ޲͚ͯओମతʹಈ ͚Δঢ়ଶΛͭ͘Δ ໨ඪઃఆ 1on1

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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

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EM 2.0ͷ੒Ռ

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ΤϯήʔδϝϯτείΞ wevox ͷ্ঢ ಛʹɺ w ࣗݾ੒௕ w ࢧԉ w ਓؒؔ܎ w ૊৫෩౔ ͕ݦஶʹ޲্

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օ͞Μɺ2͓ർΕ༷Ͱͨ͠ʂ Sansan Values Star 12ăßǳă

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SansanͷΧλνͷମݱ ग़ձ͍͔ΒΠϊϕʔγϣϯΛੜΈग़͢ - Mission ࢓ࣄʹ޲͖߹͍ɺ࢓ࣄΛָ͠Ή ڧΈΛ׆͔͠ɺ੒ՌΛग़͢ ײँͱײܹΛେ੾ʹ͢Δ ҙࢥͱҙਤΛ΋ͬͯ൑அ͢Δ มԽΛڪΕͣɺ௅ઓ͍ͯ͘͠ - Values ηΩϡϦςΟͱརศੑΛཱ྆ͤ͞Δ - Premise Sansanࣾһͱͯ͠ͷ ϓϩϑΣογϣφϦζϜ

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ࣄۀ෦௕ɺEMϝϯόʔ͔Β ΤϯδχΞɺงғؾมΘͬͨΑͶ

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ࠓޙͷEightΤϯδχΞ૊৫ͷల๬ “ ”

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ΤϯδχΞ૊৫ͱͯ͠ ྑ͍ঢ়ଶͱ͸

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Ϟνϕʔγϣϯάϥϑ͔Β ͍͍ঢ়ଶΛৼΓฦΔ

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2012೥ 2013 2014 2015 2016 2017 2018 2019 ࠷΋ྑ͔ͬͨͱ͖ 0 100 Sansanೖࣾ CEMब೚ Ϩίϝϯυج൫࡮৽

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Instances Lambda Function Lambda Function Queue Instances Lambda Function ϦΞϧλΠϜϨίϝϯυج൫ αʔόʔϨεΞʔΩςΫνϟʹ࡮৽

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

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

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ٕज़ͰࣄۀΛϦʔυ͢Δ

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2012೥ 2013 2014 2015 2016 2017 2018 2019 ٕज़ͰࣄۀΛϦʔυ͢ΔͨΊͷΞΫγϣϯ 0 100 Sansanೖࣾ CEMब೚ EM2.0ΞʔΩςΫτମ੍

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૊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

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૊৫΁ͷӨڹ EM EM EM EM EM CEM ΞʔΩςΫτ ૊৫Ϛωʔδ ٕज़Ϧʔυ ਓɺνʔϜ Λ׆ੑԽ ٕज़ɺϓϩμΫτ Λ׆ੑԽ ૊৫શମͷ੒Ռɺ੒௕ͷ࠷େԽ΁

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EightΛϦʔυͰ͖Δ ΤϯδχΞ૊৫

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ͦͷઌʹΊ͟͢΋ͷ

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ҰਓͻͱΓ͕ EightΛεέʔϧͤ͞Δ Photo by Olga Guryanova on Unsplash

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EightΤϯδχΞ૊৫ͱͯ͠ཧ૝తͳঢ়ଶ &JHIUΛओମతʹεέʔϧͰ͖͍ͯΔ ϓϩϑΣογϣφϧूஂ ҰਓͻͱΓ͕ɺ Ͱ͋Δ͜ͱɻ

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ͦͷͨΊͷࢦ਑Λఆٛ

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SansanͷΧλνΛվΊͯ뱌 ग़ձ͍͔ΒΠϊϕʔγϣϯΛੜΈग़͢ - Mission ࢓ࣄʹ޲͖߹͍ɺ࢓ࣄΛָ͠Ή ڧΈΛ׆͔͠ɺ੒ՌΛग़͢ ײँͱײܹΛେ੾ʹ͢Δ ҙࢥͱҙਤΛ΋ͬͯ൑அ͢Δ มԽΛڪΕͣɺ௅ઓ͍ͯ͘͠ - Values ηΩϡϦςΟͱརศੑΛཱ྆ͤ͞Δ - Premise Sansanࣾһͱͯ͠ͷ ϓϩϑΣογϣφϦζϜ

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Eightࣄۀ෦ͷOKR ے೑࣭ͳ૊৫ ݸʑͷϝϯόʔ͕ڧ͋͘Δ͜ͱ ͔ͭɺ૊৫ͱͯ͠ॊೈͰ͋Δ͜ͱ

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EightΤϯδχΞͷΧλν Photo by Thao Le Hoang on Unsplash

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

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

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

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

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ݸʑ͕ɺUnlearnͰ͖Δڧ͞

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੒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

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ݸʑ͕ΑΓڧ͘ɺ ૊৫ͱͯ͠εέʔϧ͢Δ Photo by Paweł Czerwiński on Unsplash

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૊৫ͷ੒ޭ॥؀Ϟσϧ μχΤϧɾΩϜ ͷ࣮ફ ؔ܎ͷ࣭ wࣗ੹Ͱߦಈ wϕΫτϧΛ߹Θͤڠಇ w1on1Ͱͷ৴པؔ܎ wίʔνϯά ߦಈͷ࣭ ࢥߟͷ࣭ ݁Ռͷ࣭ wࣄۀཧղ w੒௕໨ඪ wࣗ੹Ͱࢥߟ •Unlearn wୡ੒ײ w૊৫ͷҰମײ