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サービス開発、機械学習、クラウド / the trinity of machine learning

サービス開発、機械学習、クラウド / the trinity of machine learning

Qiita × Microsoft 共催MeetUp
https://connpass.com/event/86280/

Yuichiro Someya

May 11, 2018
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  1. αʔϏε։ൃɺػցֶशɺΫϥ΢υ
    !2JJUBº.JDSPTPGUڞ࠵.FFU6Q

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  2. ࣗݾ঺հ
    છ୩༔Ұ࿠<:VJDIJSP4PNFZB>
    ౦ژ޻ۀେֶେֶӃܭࢉ޻ֶम࢜
    ΫοΫύουגࣜձࣾݚڀ։ൃ෦

    ϦαʔνΤϯδχΞ೥݄d
    ػցֶशج൫ͷ੔උɺϨγϐσʔλͷ෼ੳ౳
    UXJUUFSDPN!BZFNPT@Z
    HJUIVCDPNBZFNPT
    XXXBZFNPTNF
    TQFBLFSEFDLDPNBZFNPT

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  3. ʰιϑτ΢ΣΞΛ༻͍ͨαʔϏε։ൃͱ͍͏ ଟ෼݁ߏ
    ਎ۙͳ

    ݱ৔͔Βػցֶशͱ͍͏ٕज़ΛݟͭΊɺ෇͖߹͍ํΛߟ͑Δճʱ
    ओͳର৅
    ػցֶशΛ࢖ͬͯސ٬ʹՁ஋Λಧ͚͍ͨਓ
    ?Έ͍ͨͳਓ͕ճΓʹ͍Δਓ

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  4. ໨࣍
    ͍ΖΜͳػցֶश
    αʔϏε։ൃͱػցֶश
    Ϋϥ΢υͱ͍͏બ୒ࢶ
    ਓ޻஌ೳϒʔϜͱݬ໓ظ

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  5. ໨࣍
    ͍ΖΜͳػցֶश
    αʔϏε։ൃͱػցֶश
    Ϋϥ΢υͱ͍͏બ୒ࢶ
    ਓ޻஌ೳϒʔϜͱݬ໓ظ

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  6. ͍ΖΜͳػցֶश
    ػցֶशҰൃউෛͷιϦϡʔγϣϯʗ੡඼։ൃ
    ྫࣗಈӡసɺݕࡧ΍຋༁
    ٕज़తഉଞੑͷཁҼͱͯ͠ͷػցֶश
    େن໛ͳࣗಈԽʹΑΔܻഒͷվળن໛ɺͱ͔ͦ͏͍͏΍ͭ
    ͋·Γ਎ۙͰͳ͍

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  7. ͍ΖΜͳػցֶश
    ػցֶशΛར༻ͨ͠αʔϏεͷ։ൃʗվળ
    ྫهࣄͷࣗಈ෼ྨ΍Ϩίϝϯσʔγϣϯ ࣗࣾαʔϏεͰ

    ͪ͜Β΋ϒʔϜʹݗҾ͞ΕΔܗͰന೤Խ͍ͯ͠Δ
    ਓ޻஌ೳػցֶशαʔϏε։ൃͱ఻೻ʁ
    ͬͪ͜͸ׂͱ਎ۙɻࠓ೔͸͜͜ͷ࿩Λ͠·͢ɻ

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  8. ໨࣍
    ͍ΖΜͳػցֶश
    αʔϏε։ൃͱػցֶश
    Ϋϥ΢υͱ͍͏બ୒ࢶ
    ਓ޻஌ೳϒʔϜͱݬ໓ظ

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  9. αʔϏε։ൃͱػցֶश
    ιϑτ΢ΣΞ
    αʔϏε։ൃͰػցֶशΛ࢖͍͍ͨͱ͍͏

    χʔζ͕૿͍͑ͯΔ
    ਓ޻஌ೳϒʔϜʹґΔͱ͜Ζ͕େ͖͍ ଟ෼

    ʰػցֶशΛ࢖͏ʱͱ͸ʁ

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  10. ʰػցֶशΛ࢖͏ʱͱ͸
    ػցֶशʹΑΔαʔϏεՁ஋ͷ૑ग़ʗ޲্
    ྫهࣄͷࣗಈ෼ྨ΍Ϩίϝϯσʔγϣϯ ࣗࣾαʔϏεͰ

    ͜ΕΛɺαʔϏε։ൃͱಉ͡౔ඨͰ΍Ζ͏ͱ͍͏࿩
    ۃ࿦Λݴ͑͹ʰϘλϯͷ৭ʗେ͖͞Λม͑Δʱͷͱಉ͡
    ։ൃϓϩηεɺ։ൃίετɺٕज़తෛ࠴ɺ౳ʑ͕ొ৔

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  11. ʰػցֶशΛ࢖͏ʱͱ͸
    ػցֶशʹΑΔαʔϏεՁ஋ͷ૑ग़ʗ޲্
    ྫهࣄͷࣗಈ෼ྨ΍Ϩίϝϯσʔγϣϯ ࣗࣾαʔϏεͰ

    ͜ΕΛɺαʔϏε։ൃͱಉ͡౔ඨͰ΍Ζ͏ͱ͍͏࿩
    ۃ࿦Λݴ͑͹ʰϘλϯͷ৭ʗେ͖͞Λม͑Δʱͷͱಉ͡
    ։ൃϓϩηεɺ։ൃίετɺٕज़తෛ࠴ɺ౳ʑ͕ొ৔

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  12. ਗ਼͘ਖ਼͘͠ػցֶशΛ࢖͏ͨΊʹ
    ։ൃʹ͔͔Δظؒͱίετ͸ʁಘΒΕΔՁ஋͸ʁ

    ແ࿦ɺϒʔϜΛ౿·͑ͯଟΊʹ౤ࢿΛ͢Δͷ΋ͭͷબ୒ࢶ

    αʔϏεͷվળεϐʔυʹ͍ͭͯདྷΕΔʁ

    དྷΕͳ͍ͱͨ͠ΒͲΕ͘Β͍Ϊϟοϓ͕͋Δʁ
    ӡ༻ίετ͸ͲΕ͘Β͍ʁ

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  13. ਗ਼͘ਖ਼͘͠ػցֶशΛ࢖͏ͨΊʹ
    ։ൃʹ͔͔Δظؒͱίετ͸ʁಘΒΕΔՁ஋͸ʁ

    ແ࿦ɺϒʔϜΛ౿·͑ͯଟΊʹ౤ࢿΛ͢Δͷ΋ͭͷબ୒ࢶ

    αʔϏεͷվળεϐʔυʹ͍ͭͯདྷΕΔʁ

    དྷΕͳ͍ͱͨ͠ΒͲΕ͘Β͍Ϊϟοϓ͕͋Δʁ
    ӡ༻ίετ͸ͲΕ͘Β͍ʁ

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  14. ʰਫ਼౓ʱͱʰՁ஋ʱ
    ࢀߟIUUQTXXXTMJEFTIBSFOFU5PLPSPUFO/BLBZBNBTT
    αʔϏεͷՁ஋' ػցֶशϞσϧͷਫ਼౓
    ͱͨ࣌͠ɺ

    '͸ͲͷΑ͏ͳܗ͔ʁ
    ͦΕΛ౿·͑ͯͲͷΑ͏ͳظ଴஋Λઃఆ͢Δ͔
    ग़དྷΕ͹αʔϏεͷاըʗઃܭΛ͢Δ࣌ʹ͜ΕΛݕ౼͢΂͖
    αʔϏεͷվળϓϩηεʹػցֶशϞσϧ͕ר͖ࠐ·ΕΔ

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  15. ʰਫ਼౓ʱͱʰՁ஋ʱ
    ࢀߟIUUQTXXXTMJEFTIBSFOFU5PLPSPUFO/BLBZBNBTT
    αʔϏεͷՁ஋' ػցֶशϞσϧͷਫ਼౓
    ͱͨ࣌͠ɺ

    '͸ͲͷΑ͏ͳܗ͔ʁ
    ͦΕΛ౿·͑ͯͲͷΑ͏ͳظ଴஋Λઃఆ͢Δ͔
    ग़དྷΕ͹αʔϏεͷاըʗઃܭΛ͢Δ࣌ʹ͜ΕΛݕ౼͢΂͖
    αʔϏεͷվળϓϩηεʹػցֶशϞσϧ͕ר͖ࠐ·ΕΔ

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  16. ਗ਼͘ਖ਼͘͠ػցֶशΛ࢖͏ͨΊʹ
    ։ൃʹ͔͔Δظؒͱίετ͸ʁಘΒΕΔՁ஋͸ʁ

    ແ࿦ɺϒʔϜΛ౿·͑ͯଟΊʹ౤ࢿΛ͢Δͷ΋ͭͷબ୒ࢶ

    αʔϏεͷվળεϐʔυʹ͍ͭͯདྷΕΔʁ

    དྷΕͳ͍ͱͨ͠ΒͲΕ͘Β͍Ϊϟοϓ͕͋Δʁ
    ӡ༻ίετ͸ͲΕ͘Β͍ʁ

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  17. ػցֶशͷվળϓϩηε
    ྫهࣄͷࣗಈ෼ྨ
    ࣗಈهࣄ෼ྨثͷΧςΰϦʹ

    ʰಈ෺ʱΛ଍ͯ͠Έ͍ͨ
    σʔλऩूͱ෼ੳɺϞσϧͷֶश΋

    ͋Δ͔Βिؒ͘Β͍͔͔Δͳ
    Ϛδ͔

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  18. ػցֶशͷվળϓϩηε
    ྫهࣄͷࣗಈ෼ྨ
    ࣗಈهࣄ෼ྨثͷΧςΰϦʹ

    ʰಈ෺ʱΛ଍ͯ͠Έ͍ͨ
    σʔλऩूͱ෼ੳɺϞσϧͷֶश΋

    ͋Δ͔Βिؒ͘Β͍͔͔Δͳ
    Ϛδ͔

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  19. ػցֶशͷվળϓϩηε
    ྫهࣄͷࣗಈ෼ྨ
    ࣗಈهࣄ෼ྨثͷΧςΰϦʹ

    ʰಈ෺ʱΛ଍ͯ͠Έ͍ͨ
    σʔλऩूͱ෼ੳɺϞσϧͷֶश΋

    ͋Δ͔Βिؒ͘Β͍͔͔Δͳ
    Ϛδ͔
    αʔϏε։ൃͱϞσϧ։ൃͷ

    εϐʔυײʹΪϟοϓ͕͋Δ

    ௗͷը૾෼ྨʹ೥͸͔͔Βͳ͍͕ʜ

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  20. ػցֶशͷվળϓϩηε
    αʔϏεͷՁ஋' ػցֶशϞσϧͷਫ਼౓

    αʔϏεʗϞσϧͷվળεϐʔυʹΪϟοϓ͕͋Δ
    αʔϏε։ൃʹ͓͍ͯ໽հͳίϯϙʔωϯτʹͳΓͭͭ͋Δ
    ࣅͨલྫͱͯ͠͸ݕࡧΤϯδϯͱ͔ʁ

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  21. ਗ਼͘ਖ਼͘͠ػցֶशΛ࢖͏ͨΊʹ
    ։ൃʹ͔͔Δظؒͱίετ͸ʁಘΒΕΔՁ஋͸ʁ

    ແ࿦ɺϒʔϜΛ౿·͑ͯଟΊʹ౤ࢿΛ͢Δͷ΋ͭͷબ୒ࢶ

    αʔϏεͷվળεϐʔυʹ͍ͭͯདྷΕΔʁ

    དྷΕͳ͍ͱͨ͠ΒͲΕ͘Β͍Ϊϟοϓ͕͋Δʁ
    ӡ༻ίετ͸ͲΕ͘Β͍ʁ

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  22. ػցֶशͱӡ༻ίετ
    ʰػցֶश͸ٕज़తෛ࠴ͷߴརି͠ ҙ༁
    ʱ

    IUUQTSFTFBSDIHPPHMFDPNQVCTQVCIUNM
    σʔλͷऩूʗ෼ੳʗ؅ཧ
    ϞσϧͷσϓϩΠͱϞχλϦϯά

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  23. ͜͜·Ͱ
    αʔϏε։ൃͷݱ৔ͰػցֶशΛ࢖ͬͯՁ஋ΛੜΈग़͍ͨ͠
    ಘΒΕΔՁ஋' Ϟσϧͷਫ਼౓
    Λྫྷ੩ʹݟͭΊΔ΂͖
    αʔϏε։ൃͷεϐʔυײͷ଍͔ͤʹͳΒͳ͍Α͏ʹ஫ҙ
    Ҏ্ӡ༻ίετΛ౿·͑ͯɺຊ౰ʹ΍Δ΂͖͔ߟ͑Δ

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  24. ͜͜·Ͱ
    αʔϏε։ൃͷݱ৔ͰػցֶशΛ࢖ͬͯՁ஋ΛੜΈग़͍ͨ͠
    ಘΒΕΔՁ஋' Ϟσϧͷਫ਼౓
    Λྫྷ੩ʹݟͭΊΔ΂͖
    αʔϏε։ൃͷεϐʔυײͷ଍͔ͤʹͳΒͳ͍Α͏ʹ஫ҙ
    Ҏ্ӡ༻ίετΛ౿·͑ͯɺຊ౰ʹ΍Δ΂͖͔ߟ͑Δ
    ωΨςΟϒ

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  25. ػցֶशͱαʔϏεͷվળϓϩηε
    Ͳ͏͢Ε͹ʁ
    εϐʔυʹΪϟοϓ͕͋Δͱ͍͏ೝࣝ߹Θͤ

    ϓϩηεͷݟ௚͠
    ͳΔ΂͘ૣ͘͢Δ
    ྫػցֶश޻ֶ

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  26. ػցֶश޻ֶ
    ػցֶशʹؔ͢Δ։ൃϓϩηεͷվળ
    ػցֶश޻ֶݚڀձͱ͍͏΋ͷ΋ग़དྷͨΈ͍ͨ

    IUUQTTJUFTHPPHMFDPNWJFXTJHNMTF
    ՝୊ҙࣝ͸ߴ·͍ͬͯΔ

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  27. ػցֶशͷӡ༻ίετ
    Ͳ͏͢Ε͹ʁ
    ӡ༻ίετΛ౿·͑ͯऔΓ૊Ή΂͖͔ܾΊΔ

    ແ࿦ɺϒʔϜΛ౿·͑ͯଟΊʹ౤ࢿΛSZ

    ػցֶशϓϥοτϑΥʔϜͱ͍͏બ୒ࢶ

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  28. ໨࣍
    ͍ΖΜͳػցֶश
    αʔϏε։ൃͱػցֶश
    Ϋϥ΢υͱ͍͏બ୒ࢶ
    ਓ޻஌ೳϒʔϜͱݬ໓ظ

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  29. ػցֶशϓϥοτϑΥʔϜ
    ֤छΫϥ΢υϓϥοτϑΥʔϜͷػցֶशαϙʔτ͕ന೤Խͯ͠Δ
    "NB[PO4BHF.BLFS
    "[VSF.BDIJOF-FBSOJOH4UVEJP
    (PPHMF$MPVE.BDIJOF-FBSOJOH&OHJOF౳ʑ
    લड़ͨ͠Α͏ͳ໰୊ҙ͕ࣝߴ·͍ͬͯΔʁ

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  30. ػցֶशͱΫϥ΢υ
    .-BB4ɺػցֶशϓϥοτϑΥʔϜͱ͍͏બ୒ࢶ͕͋Δ

    ৽͍͠࿩୊ͳͷͰ༻ޠ͕৭ʑ

    ʰ࣮ݧ͔Βຊ൪ӡ༻·Ͱɺ౷߹తͳ؀ڥͰػցֶश͢Δʱ

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  31. ػցֶशͱΫϥ΢υ
    .-BB4ɺػցֶशϓϥοτϑΥʔϜͱ͍͏બ୒ࢶ͕͋Δ

    ৽͍͠࿩୊ͳͷͰ༻ޠ͕৭ʑ

    ʰ࣮ݧ͔Βຊ൪ӡ༻·Ͱɺ౷߹తͳ؀ڥͰػցֶश͢Δʱ
    σʔλऩूσʔλ෼ੳϞσϧߏஙֶशσϓϩΠ
    ͦΕͧΕͷ࣮ߦͱ؅ཧ

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  32. ֤छσʔλܥαʔϏεͱͷ౷߹

    σʔλऩू෼ੳ

    άϥϑΟΧϧͳύΠϓϥΠϯߏங
    Ϟσϧߏஙֶश

    ࣮ݧ݁ՌͷαʔϏεԽ

    σϓϩΠ

    ྫ"[VSF.BDIJOF-FBSOJOH4UVEJP

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  33. ػցֶशͱΫϥ΢υ
    ̋ڞ௨ج൫ԽʹΑͬͯӡ༻ίετ͕࡟ݮग़དྷΔ
    ̋ج൫্ʹߏங͞ΕΔߴڃͳػೳͷԸܙ͕ड͚ΒΕΔ

    "#ςετɺਫ਼౓ϞχλϦϯά౳
    ଟ෼ɺকདྷతʹɺ

    ˚طଘϦιʔεͱͷ౷߹ίετ

    ػցֶशʹݶΒͳ͍࿩ͳͷͰࠓճ͸εϧʔ

    ˚(FOFSJDBOE&YUFOTJWFͱ͍͏ཁ݅

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  34. 5'9"5FOTPS'MPX#BTFE1SPEVDUJPO4DBMF.BDIJOF-FBSOJOH1MBUGPSNΑΓ
    l5IFNBDIJOFMFBSOJOHQMBUGPSNNVTUCFHFOFSJD
    FOPVHIUPIBOEMFUIFNPTUDPNNPOTFUPGMFBSOJOH
    UBTLTBTXFMMBTCFFYUFOTJCMFUPTVQQPSUPOFP⒎
    BUZQJDBMVTFDBTFTz
    IUUQTEMBDNPSHDJUBUJPODGN JE
    ҙ༁
    .-BB4͸แׅత͔֦ͭுՄೳͰ͋Δ΂͖

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  35. (FOFSJDBOE&YUFOTJWF
    ʰ࣮ݧ͔Βຊ൪ӡ༻·Ͱɺ౷߹తͳ؀ڥͰػցֶशʱ

    ͠Α͏ͱ͍ͯ͠Δ
    (FOFSJDͳΔ΂͘ଟ͘ͷϢʔεέʔεʹ ಁաతʹ
    ରԠ͍ͨ͠
    ྑ͍ந৅Խͱ"1*֦ॆͷؤுΓ
    &YUFOTJWFྫ֎తͳέʔεʹରͯ͠΋ গͳ͍࿑ྗͰ
    ରԠ͍ͨ͠
    ೚ҙͷίʔυΛࠩ͠ࠐΊΔ৔ॴΛ༻ҙ͢Δɺͱ͔ʜ

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  36. (FOFSJDBOE&YUFOTJWF
    ʰ࣮ݧ͔Βຊ൪ӡ༻·Ͱɺ౷߹తͳ؀ڥͰػցֶशʱ

    ͠Α͏ͱ͍ͯ͠Δ
    (FOFSJDͳΔ΂͘ଟ͘ͷϢʔεέʔεʹ ಁաతʹ
    ରԠ͍ͨ͠
    ྑ͍ந৅Խͱ"1*֦ॆͷؤுΓ
    &YUFOTJWFྫ֎తͳέʔεʹରͯ͠΋ গͳ͍࿑ྗͰ
    ରԠ͍ͨ͠
    ೚ҙͷίʔυΛࠩ͠ࠐΊΔ৔ॴΛ༻ҙ͢Δɺͱ͔ʜ
    ࣮αʔϏεͰͷӡ༻࣮੷ϓϥοτϑΥʔϜ੒ख़

    ͕೤๬͞ΕΔͱ͜Ζ

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  37. (FOFSJDBOE&YUFOTJWF
    ʰ࣮ݧ͔Βຊ൪ӡ༻·Ͱɺ౷߹తͳ؀ڥͰػցֶशʱ

    ͠Α͏ͱ͍ͯ͠Δ
    (FOFSJDͳΔ΂͘ଟ͘ͷϢʔεέʔεʹ ಁաతʹ
    ରԠ͍ͨ͠
    ྑ͍ந৅Խͱ"1*֦ॆͷؤுΓ
    &YUFOTJWFྫ֎తͳέʔεʹରͯ͠΋ গͳ͍࿑ྗͰ
    ରԠ͍ͨ͠
    ೚ҙͷίʔυΛࠩ͠ࠐΊΔ৔ॴΛ༻ҙ͢Δɺͱ͔ʜ
    ݱ৔ͱͯ͠͸

    ࢖ͬͯΈΔࣄྫΛ࡞Δࣄ͔Β࢝ΊΑ͏

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  38. ͜͜·Ͱ·ͱΊ

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  39. ໨࣍
    ͍ΖΜͳػցֶश
    αʔϏε։ൃͱػցֶश
    Ϋϥ΢υͱ͍͏બ୒ࢶ
    ਓ޻஌ೳϒʔϜͱݬ໓ظ

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  40. ਓ޻஌ೳϒʔϜ
    ʰୈ࣍ਓ޻஌ೳϒʔϜʱ
    ౓໨ͷౙ΁޲͔͍ͬͯΔʁ

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  41. IUUQXXXHBSUOFSDPKQQSFTTIUNMQSIUNM

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  42. IUUQXXXHBSUOFSDPKQQSFTTIUNMQSIUNM

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  43. ਓ޻஌ೳϒʔϜ
    ਓ޻஌ೳ࣮ݱͷखஈͷ̍ͭͱͯ͠ͷػցֶशʹ΋஫໨͕ू·Δ
    ෼໺Λ໰Θͳ͍ػցֶशͷԠ༻ʹର͢Δظ଴͕͍͢͝
    ιϑτ΢ΣΞ։ൃͷݱ৔Ͱ਎ۙʹ؍ଌͰ͖Δͷ͸?͜ΕͷҰ෦
    ྫʮػցֶशͰͳΜͱ͔͢Δʯ

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  44. ਓ޻஌ೳϒʔϜ
    ਓ޻஌ೳ࣮ݱͷखஈͷ̍ͭͱͯ͠ͷػցֶशʹ΋஫໨͕ू·Δ
    ෼໺Λ໰Θͳ͍ػցֶशͷԠ༻ʹର͢Δظ଴͕͍͢͝
    ιϑτ΢ΣΞ։ൃͷݱ৔Ͱ਎ۙʹ؍ଌͰ͖Δͷ͸?͜ΕͷҰ෦
    ྫʮػցֶशͰͳΜͱ͔͢Δʯ
    ظ଴ͱݱঢ়ͷΪϟοϓݬ໓ͷҼࢠ

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  45. ਓ޻஌ೳϒʔϜ
    Ͳ͏͢Ε͹ʁ
    ਖ਼͘͠ظ଴͢Δ ͪ͜Β͸͋·ΓίϯτϩʔϧͰ͖ͳ͍ʜ

    ظ଴ʹԠ͑ΔҝʹؤுΔ ࠓ೔ͨ͠࿩ͱ͔

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  46. ·ͱΊ
    ػցֶश͕੝Γ্͕͍ͬͯΔ
    αʔϏε։ൃͱ͍͏จ຺Ͱ

    Α͍෇͖߹͍ํΛ໛ࡧ͍͖͍ͯͨ͠
    ӡ༻ίετɺਫ਼౓ͱՁ஋ͷؔ܎͕ॏཁͳΧΪ

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  47. ·ͱΊ
    ػցֶश͕੝Γ্͕͍ͬͯΔ
    αʔϏε։ൃͱ͍͏จ຺Ͱ

    Α͍෇͖߹͍ํΛ໛ࡧ͍͖͍ͯͨ͠
    ӡ༻ίετɺਫ਼౓ͱՁ஋ͷؔ܎͕ॏཁͳΧΪ
    ͦΕ͸ͦΕͱͯ͠
    σΟʔϓϥʔχϯάͷՄೳੑ͸ੌ͍ ͱࢥ͏

    ͷͰɺ஍ಓʹ΍͍ͬͯ͘

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