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νʔϜϦʔυ ʹͳͬͯมΘͬͨ͜ͱ 2025/01/27 ͭΑͳΕ#2 2024೥ৼΓฦΓɻ΍ͬͯΈͯྑ͔ͬͨTips INOUE Amane (@isaka1022)

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INOUE Amane/Ҫ্प @isaka1022 גࣜձࣾϚΠϕετ/Databaseϛογϣϯ DevLead 2021೥ʹ৽ଔ1ظ໨ͱͯ͠גࣜձࣾϚΠϕετʹೖ ࣾ͠ɺσʔλϕʔε΍ϥϯΩϯάपΓ౳όοΫΤϯ υͷ։ൃ͔Β৽نࣄۀ·Ͱ෯޿͘୲౰ɻ ௚ۙͰ͸σʔλϕʔεྖҬʹ͓͚ΔAIͷ׆༻ʹ஫ ྗɻ2025೥αϋϥϚϥιϯ௅ઓ༧ఆʂ https://speakerdeck.com/isaka1022/

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2024೥;Γ͔͑Γ

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৽࢝͘͠Ίͨʢ࢝·ͬͨʣ͜ͱ ʹνʔϜϦʔυ

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2021೥ɿೖࣾ 2022೥ɿϓϩδΣΫτϦʔυ 2023೥ɿ৽نࣄۀ 2024೥ɿνʔϜϦʔυ👈͜͜

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νʔϜϦʔυʹͳͬͯ มԽͨ͜͠ͱ ೉͔ͬͨ͜͠ͱ ׆͖ͨ͜ͱ ๻΋·ͩ·ͩۦ͚ग़͠Ͱ͢ʂਖ਼ղͰ͸ͳͯ͘ݱঢ়ͱ͓ͯ͠఻͑͠·͢🙇

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มԽͨ͜͠ͱ →ݟΔ΂͖ൣғ͕େ͖͘ͳͬͨ

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ݟΔ΂͖ൣғ͕େ͖͘ͳͬͨ ໨ඪઃఆ 2$%ίϯτϩʔϧ ಇ͖ํ ઃܭ ࣮૷ εέδϡʔϧ؅ཧ ػೳΛग़͢ ੒ՌΛग़͢ #FGPSF "GUFS

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໨ඪઃఆ ࣌ؒ࣠ ࣮ݱੑʢٕज़త೉қ౓ʣ ͕ద੾͔Λ൑அ ໨ඪ͸Ϧʔυ͕ઃఆ ࣗ෼Ͱઃఆ͢Δͷ͸ ݸਓ໨ඪ୯Ґ ϚΠϕετͰ͸OKRΛ࢖ͬͯ໨ඪΛ؅ཧ͍ͯ͠·͢ #FGPSF "GUFS

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Quality, Cost, Deliveryͷίϯτϩʔϧ ίʔυͷ඼࣭ʢϧʔϧʣ ਓ͸ద੾͸Ͳ͏͔ʁ εέδϡʔϧͷݱ࣮ੑ ػೳ։ൃ୯Ґ ʢجຊ͸ਓʣ ൑அ͢Δࡍͷม਺ɺείʔϓ͕૿͑ͨ #FGPSF "GUFS

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ݟΔ΂͖ෆ࣮֬ੑ΋૿͑ͨ ٕज़తෆ࣮֬ੑ ˠ༧ఆ௨Γ࡞ΕΔ͔ʁ ਓͷෆ࣮֬ੑ ˠ୭͕࣮ݱͰ͖Δ͔ʁ ϓϩμΫτͷෆ࣮֬ੑ ˠϦϦʔε͕Ձ஋ʹͭͳ͕Δ͔ ٕज़తෆ࣮֬ੑ ˠ༧ఆ௨Γ࡞ΕΔ͔ʁ #FGPSF "GUFS ൑அ͢Δࡍͷม਺ɺείʔϓ͕૿͑ͨ

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ಇ͖ํ ࢓ࣄͷਐΊํ .5(΍4ZODͷϙΠϯτ Λઃܭ ܾΊΒΕͨΠϕϯτʹ ࢀՃ ൑அ͢Δࡍͷม਺ɺείʔϓ͕૿͑ͨ #FGPSF "GUFS

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νʔϜϦʔυʹͳͬͯ มԽͨ͜͠ͱ ೉͔ͬͨ͜͠ͱ ׆͖ͨ͜ͱ

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೉͔ͬͨ͜͠ͱᶃ →ద੾ͳҙࢥܾఆ

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ద੾ͳҙࢥܾఆͷͨΊʹ ৄ͘͠ͳΔ ݕ౼࣮ࢪ ޮՌΛݟΔ

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ࣗ෼͕Ұ൪ৄ͘͠ͳΔ • ୲౰ྖҬΛࣾ಺ͷ୭ΑΓ΋ৄ͘͠ͳΔ • ͦͷͨΊʹඞཁͳ৘ใΛूΊΔ • ͳʹ͔͋ͬͨΒ࠷ޙͷࡆ

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͋ΒΏΔՄೳੑΛݕ౼ܾͯ͠ఆ https://xtech.nikkei.com/it/article/COLUMN/20100119/343403/ ΰʔϧ·Ͱͷߦ͖ํɺͦͷಓʹ͋Δ࣌ؒͱ։ൃ্ͷϦεΫΛܭࢉ Πϝʔδ

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ܾఆͷ݁Ռ͕ݟΕΔ·Ͱͷ࣌ؒͷࠩ ࠓ೔ͷܾఆ ൒೥ޙͷ݁Ռ ࠓ೔ͷ1SPCMFN ໌೔ͷ53: খ͞ͳTRY΍ֶͼ͕ಘͮΒ͘ͳͬͨ #FGPSF "GUFS

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೉͔ͬͨ͜͠ͱᶄ →ݴޠԽ

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ର֎తͳݴޠԽ • ظ଴஋ௐ੔ • ඇΤϯδχΞʹͲ͏఻͑Δ͔ʁ • AIʹର͢Δա౓ͳظ଴஋Λௐ੔ • ٕज़తͳෛ࠴ղফͷඞཁੑ • ϦϑΝΫλϦϯά/ςετهड़ • ಁ໌ੑͷ୲อ • ࠓ΍͍ͬͯΔ͜ͱ/ਐḿ • ৘ใΛἧ͑Δ͚ͩͰͳͯ͘Թ౓ײ΋ἧ͑Δ

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νʔϜ޲͚ͷݴޠԽ • ϧʔϧΛ࡞Δ • ίʔσΟϯάن໿΍։ൃϧʔϧ • ಇ͖ํͷݴޠԽ • ͜Ε·Ͱʹࣗ෼ͷதͰʮײ֮ʯͱͯ͠΍͍ͬͯͨ͜ͱΛݴޠԽͯ͠ νʔϜʹ΋఻͍͑ͯ͘ • ίʔυϨϏϡʔͰͷࢦఠ͕ଐਓԽ/޷ΈʹͳΒͳ͍Α͏ʹ

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೉͔ͬͨ͜͠ͱᶅ →ࢹ࠲ͷ࢖͍෼͚

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ࢹ࠲ͷ࢖͍෼͚ ։ൃ͢Δͧʂͱ͍͏ߦҝ΋

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ࢹ࠲ͷ࢖͍෼͚ ݟ͑ํʹΑͬͯ ҙຯ͕มΘΔ ձࣾશମ͔ΒݟͨΒʁ νʔϜ͔ΒݟͨΒʁ Ϣʔβʔ͔ΒݟͨΒʁ ະདྷ͔ΒݟͨΒʁ

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ࢹ࠲ͷ࢖͍෼͚ Ͱ΋ϛΫϩͳࢹ఺΋େࣄ

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νʔϜϦʔυʹͳͬͯ มԽͨ͜͠ͱ ೉͔ͬͨ͜͠ͱ ׆͖ͨ͜ͱ

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׆͖ͨ͜ͱᶃ →ݟੵ΋Γͷਫ਼౓Λ্͓͛ͯ͘

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ݟੵ΋Γͷਫ਼౓Λ্͛Δ • ΤϯδχΞʹٻΊΒΕΔʮݟੵ΋Γʯ • ٻΊΒΕΔݟੵ΋Γͷن໛্͕͕͍͚ͬͯͩ͘ • ݟੵ΋Γͷ֓೦ɺख๏Λ਎ʹண͚͓͍ͯͯΑ͔ͬͨ https://speakerdeck.com/isaka1022/jian-ji-morinituitewan-quan-nili-jie-sita

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׆͖ͨ͜ͱᶄ →ઃܭͷܦݧ

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ઃܭͷܦݧ • Pros/ConsΛೝࣝͯ͠τϨʔυΦϑͷதͰܾఆ͢Δܦݧ • ࣗ෼͕ઃܭͨ͠γεςϜΛ௕ظؒϝϯςφϯεͯ͠;Γ͔͑Δ • ෳࡶͳ΋ͷΛͲ͏γϯϓϧʹͰ͖Δ͔ͱ͍͏ߟ͑ํ https://zenn.dev/mybest_dev/articles/51 fb f46ef637a2

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׆͖ͨ͜ͱᶅ →৽نࣄۀ

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৽نࣄۀͰͷܦݧ • “ෆ࣮֬ੑ”ͱ͍͏ݴ༿͕ඈͼަ͍ɺ޲͖߹͍ํΛ஌Δ • ୳ࡧతͳ։ൃͷ࢖͍ํΛ஌Δ • ΤϯδχΞҎ֎ͷ؍఺ΛݟΔ • όϧʔϯͷ๏ଇ • 1पपΓΛݟΕ͹େ͖͘ͳͬͯ΋૝૾Ͱ͖Δ https://speakerdeck.com/isaka1022/enziniatosite-shi-ye-dukuriniguan-warutoiukoto

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׆͖ͨ͜ͱᶆ →Ξ΢τϓοτͷܦݧ

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Ξ΢τϓοτͷܦݧ • ొஃܦݧ • ϒϩά౳ͰͷΞ΢τϓοτ • ;Γ͔͑Γ • υΩϡϝϯτԽ • ࣭໰͢Δ • Ξ΢τϓοτͰ݂೑ʹͳΔ&ޙഐͷͨΊʹ

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׆͖ͨ͜ͱᶇ →֎෦ͱͷͭͳ͕Γ

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֎෦ͱͷͭͳ͕Γ • ࣗ෼͕ࣾ಺ͰҰ൪ৄ͍͠ˠཔΕΔਓ͸ࣾ಺ʹ͍ͳ͍ • ࣗ෼͕Θ͔Βͳ͍΋ͷ͸֎෦͔ΒώϯτΛಘΔ͔͠ແ͍ • ͍ΖΜͳਓͷཱ৔ͷਓͱ࿩͢ͱࢹ఺͕มΘΔ • ΤϯδχΞʹඞཁͳʮ࣭໰ྗʯ https://techtrain.dev/media/articles/mcedmt5xk731

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׆͖ͨ͜ͱᶈ →݈߁؅ཧ

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݈߁؅ཧश׳ • ΍Δ͜ͱ/ߟ͑Δ͜ͱ͕૿͑ΔͱετϨε΋૿͑Δ • Ұ൪େࣄͳࢿຊ͸ࣗ෼ͷ਎ମ • ৯ࣄɺਭ຾ɺӡಈΛ๨Εͳ͍ • ;Γ͔͑Γ • υΩϡϝϯτԽ •

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ֶΜͩ͜ͱ

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ֶΜͩ͜ͱ • શ͘΍ͬͨ͜ͱ͕ͳ͍͜ͱ͸ϚωδϝϯτͰ͖ͳ͍ • 1ਓͰؔ࿈͢Δ͢΂ͯΛܦݧ͢Δͷ͸࣌ؒతʹෆՄೳ • ந৅Խˠస༻Λͯ͠Ԡ༻͍͔ͯ͘͠͠ແ͍ • ܦݧ஋͕૿͑Δ΄Ͳந৅ԽͰ͖Δૉࡐ͕૿͑Δ • ΍ͬͨ͜ͱΛͪΌΜͱ݂೑Խ͍͚ͯ͠͹ܦݧͱͯ͠׆͖Δ • υΩϡϝϯτԽ •

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ࠓޙ΋ਫ਼ਐ͍͖ͯ͠·͢ʂ ·ͩ·ͩ΍͍͖ͬͯʂ