Foundation Models を 活用するための Tips

by RioFujimon

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Foundation Models Λ ׆༻͢ΔͨΊͷ Tips 2025/10/02 #extension DC {} ౻໳ ᣦੜʢRio Fujimonʣ

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ࣗݾ঺հ • ໊લɿ౻໳ ᣦੜʢRio Fujimonʣ • ɹɿ@RioFujimon • ॴଐɿEight Engineering Unit ɹɹɹMobile Application άϧʔϓ • ୲౰ɿ໊ࢗΞϓϦ Eight ͷ iOS ൛Λ։ൃ • झຯɿϥϯχϯά🏃, ϓϩ໺ٿ؍ઓ ⚾, etc

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ग़యɿApple ެࣜαΠτʢhttps://developer.apple.com/jp/machine-learning/ʣ

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ग़యɿiOSDC2025ެࣜαΠτʢhttps://iosdc.jp/2025/assets/img/header__logo.svgʣ

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ग़యɿiOSDC2025ެࣜαΠτʢhttps://iosdc.jp/2025/assets/img/header__logo.svgʣ ඇৗʹ੝Γ্͕ͬͨ3೔ؒͰͨ͠Ͷ 🎉

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ग़యɿiOSDC2025ެࣜαΠτʢhttps://iosdc.jp/2025/assets/img/header__logo.svgʣ ֤ηογϣϯͲΕ΋ඇৗʹษڧʹͳΓ·ͨ͠📚

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ग़యɿiOSDC2025ެࣜαΠτʢhttps://iosdc.jp/2025/assets/img/header__logo.svgʣ iOSDC ͸ऴྃ͠·͕ͨ͠ɺ ະࢹௌͷηογϣϯ΋࢒͍ͬͯΔͱࢥ͏ͷͰɺ ΩϟονΞοϓͷ΍Γ͕͍͕͋Γ·͢Ͷ 💪

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Foundation Models ͷ؆୯ͳ෮श • Foundation Models ͱ͸ʁ • ΦϯσόΠεͷେن໛ݴޠϞσϧʢLocal LLMʣ • ϝϦοτ • ΦϑϥΠϯͰಈ࡞͢Δ • ϓϥΠόγʔΛ׬શอޢ͢Δ • OS ʹ૊Έࠐ·Ε͍ͯΔͨΊɺΞϓϦαΠζ͕૿Ճ͠ͳ͍ • ܕ҆શͳߏ଄Խσʔλ͕ੜ੒Ͱ͖Δ • σϝϦοτ • Server Scale ͷ LLM ΑΓੑೳ͕௿͍ • ಘҙͳ͜ͱ • ཁ໿ɾ෼ྨɾநग़ • ۤखͳ͜ͱ • ߴ౓ͳਪ࿦ɾ࠷৽ͷ஌ࣝɾେن໛ܭࢉ → Server Scale ͷ LLM ʹ೚ͤΔ

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͔͜͜Β͕ຊ୊Ͱ͢🔥

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ग़యɿSansanTechʢhttps://speakerdeck.com/sansantech/20250806-1ʣ

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Foundation Models × Apple ඪ४ͷ API Ͱɺ ΦϯσόΠεͰՄೳͳ࣮૷ͷ෯͕޿͕Δ 🔍 ൃදͷதͰ্هͷΑ͏ʹ·ͱΊ·ͨ͠

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Foundation Models ͷ API ͕ެ։ͨ͠͹͔ΓͰɺ ࣮૷ྫɾ׆༻ࣄྫ΋গͳ͍ͷ͕ݱঢ়

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ຊ೔ςʔϚ • Foundation Models Λ׆༻͢΂͖৔໘ͱɺద͞ͳ͍৔໘ • ϓϩϯϓτΛӡ༻ɾվળ͠΍͘͢͢ΔͨΊͷ޻෉ • Ϩεϙϯεੜ੒͔ΒϢʔβʔϑΟʔυόοΫ·Ͱͷ࣌ؒΛ୹ॖͤ͞Δ޻෉ αϯϓϧΞϓϦͷػೳΛ׆༻͠ͳ͕ΒҎԼΛߟ࡯͢Δ

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αϯϓϧΞϓϦͷػೳ࢓༷ • ػೳ • ݕࡧϑΟʔϧυʹݕࡧจষΛೖΕͯݕࡧ͢Δ • ҎԼͷ߲໨Ͱ໊ࢗݕࡧͰ͖Δ • ਓ෺໊ • اۀ໊ • ෦ॺ • ໾৬ • ϝʔϧΞυϨε • ձࣾॅॴ • ి࿩൪߸ • WebαΠτͷURL AI Λ׆༻໊ͨࢗ͠ͷᐆດݕࡧ

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1. Foundation Models Λར༻͢Δ෦෼ΛݟۃΊΔ

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Foundation Models Λ׆༻ͨ͠ݕࡧͷྲྀΕ ϩʔΧϧDB App Ϣʔβʔ ݕࡧจΛೖྗ ݕࡧ݁ՌΛදࣔ ݕࡧ৚݅ύϥϝʔλΛੜ੒ + ৚݅Ͱݕࡧ ݕࡧ݁ՌΛऔಘ Foundation Models ར༻

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@Generable ͱ @Guide Ͱɺ ݕࡧ৚݅ͷύϥϝʔλΛੜ੒͢Δʁ 🤔

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✋ શͯͷύϥϝʔλΛ Foundation Model Ͱ ੜ੒͢Δඞཁੑ͕͋Δ͔ߟ͑Δ

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Foundation ͷ API ͰऔಘՄೳ ʢྫʣ - NSDataDetector - NSTextCheckingResult.CheckingType ɹ- phoneNumberʢి࿩൪߸ʣ ɹ- linkʢϝʔϧΞυϨεɾϗʔϜϖʔδURLʣ ɹ- addressʢॅॴʣ

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💡 Foundation Models Ҏ֎ͷ API Ͱ औಘՄೳͳ஋͸ɺผ API ʹ೚ͤΔ

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Foundation Models Λ׆༻໊ͨࢗ͠ݕࡧͷྲྀΕ ϩʔΧϧDB App Ϣʔβʔ ݕࡧจΛೖྗ ݕࡧ݁ՌΛදࣔ ݕࡧ৚݅ύϥϝʔλΛੜ੒ + ৚݅Ͱݕࡧ ݕࡧ݁ՌΛऔಘ Foundation Models + NSDataDetectorʢNSTextCheckingResult.CheckingTypeʣ

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2. ϓϩϯϓτΛӡ༻ɾվળ͠΍͘͢͢Δ

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ਓ෺໊ ձ໊ࣾ ෦ॺ ໾৬ ʲ՝୊఺ʳ - Generable ܕͷ@Guide Λ෇༩ͨ͠ϓϩύςΟ͕ ૿Ճ͢Δͨͼʹɺϓϩϯϓτͷमਖ਼͕ඞཁ - ࢦࣔ΍ېࢭࣄ߲ͳͲ͕ڝ߹͢ΔՄೳੑ͕͋Δ - ϓϩϯϓτ͕௕͘ͳΔ΄ͲՄಡੑ͕௿Լ͢Δ

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💡 ෳ਺ͷϓϩϯϓτʹ෼ׂͯ͠ɺ @GenrableΛ෇༩ͨ͠ܕΛੜ੒͢Δ

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ਓ෺໊Λநग़ͨ͠ @Generable Λ෇༩ͨ͠ܕ ਓ෺໊Λநग़͢Δϓϩϯϓτ

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ձ໊ࣾΛநग़ͨ͠ @Generable Λ෇༩ͨ͠ܕ ձ໊ࣾΛநग़͢Δϓϩϯϓτ

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෦ॺ໊Λநग़ͨ͠ @Generable Λ෇༩ͨ͠ܕ ෦ॺ໊Λநग़͢Δϓϩϯϓτ

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໾৬໊Λநग़ͨ͠ @Generable Λ෇༩ͨ͠ܕ ໾৬໊Λநग़͢Δϓϩϯϓτ

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3. Ϩεϙϯεੜ੒͔Β ϢʔβʔϑΟʔυόοΫ·Ͱͷ࣌ؒΛ୹ॖͤ͞Δ

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💡Ϩεϙϯεੜ੒Λฒྻʹ࣮ࢪ͢Δ

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Foundation Models ͷੜ੒݁Ռ 🔨

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- ਓ෺໊ɿ❌ - ձ໊ࣾɿ✅ - ෦ॺɿ✅ - ໾৬ɿ❌

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- ਓ෺໊ɿ✅ - ձ໊ࣾɿ✅ - ෦ॺɿ✅ - ໾৬ɿ❌

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ݻ༗໊ࢺʢਓ෺໊ɾ໾৬໊ɾetcʣͷ ਪ࿦ɾநग़ʹऑ͍ 😅

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ΞϓϦ্Ͱར༻͢Δ৔߹Λߟ͑ͯΈΔ 🤔

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ΞϓϦʹ૊ΈࠐΉ৔߹ͷߟྀ • ʢݱঢ়Ͱ͸ʣFoundation Models Ͱɺੜ੒ ͨ݁͠ՌΛར༻͢Δ৔߹͸ɺ৚݅౳ʹར༻ ͢Δ৔߹͸ɺ৚݅Λ؇ΊΔඞཁ͕͋Δɻ • ݫີ৚݅ʢ࿦ཧੵʣ͸ɺ೉͍͠ ❌ • ؇࿨৚݅ʢ࿦ཧ࿨, ෦෼ҰகʣͰར༻ ✅