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中小&地方企業でこそAWSの活用を 〜東北地方でのDX事例を一挙公開〜 / DX use case on AWS in Tohoku

中小&地方企業でこそAWSの活用を 〜東北地方でのDX事例を一挙公開〜 / DX use case on AWS in Tohoku

AWS Smart Business Roadshow in 仙台で発表したスライドです
2022年11月10日(木) @enspace

Takuya Tachibana

November 11, 2022
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  1. גࣜձࣾϔϓλΰϯ
    ཱՖ୓໵
    தখاۀ஍ํاۀͰͦ͜"84ͷ׆༻Λ
    ʙ౦๺஍ํͰͷ%9ࣄྫΛҰڍެ։ʙ
    "844NBSU#VTJOFTT3PBETIPXJOઋ୆

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  2. ࣗݾ঺հ
    ཱՖ ୓໵ (38)


    ੨৿ݝੜ·Εઋ୆ܦ༝੨৿ݝࡏॅ݁ߏઋ୆


    גࣜձࣾϔϓλΰϯ୅දऔక໾


    AWS Partner Ambassador (2021,2022)


    APN AWS Top Engineers (2021,2022)


    AWS Summit 2017 ι΢ϧ/๺ژ εϐʔΧʔ


    JAWS-UG౦๺


    JAWS-UG2016શࠃ୅ද


    ʮޮՌతͳಋೖɾӡ༻ͷͨΊͷ Amazon Web Services׆༻ೖ໳ʯஶऀ


    ޷͖ͳAWSαʔϏεɿAWS IoTɹɹɹɹɹɹɹ࠷ۙݏ͍ͳαʔϏεɿAWS Billing

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  3. ໊ࣾ גࣜձࣾϔϓλΰϯ IFQUBHPOJOD

    ཧ೦
    إΛ஌Βͳ͍ສਓͷ޾ͤΑΓ΋
    ࣗ෼ͨͪͷ਎ۙͳਓΛςΫϊϩδʔͰ޾ͤʹ
    ୅ද ཱՖ୓໵
    ڌ఺ ੨৿ݝࡾ୔ࢢɺٶ৓ݝઋ୆ࢢ
    ૑ۀ ೥݄̓
    ࣄۀ
    Ϋϥ΢υಋೖʹؔ͢ΔίϯαϧςΟϯά
    Ϋϥ΢υͷߏஙอकӡ༻
    Ϋϥ΢υωΠςΟϒͳ։ൃ
    ձࣾ֓ཁ
    ϔϓλΰϯ͸
    ϕΨϧλઋ୆
    ϰΝϯϥʔϨീށ
    γϯτʹτϩΠσϯ77Λ

    Ԡԉ͍ͯ͠·͢ɻ

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  4. Ҋ݅ϕʔεͰׂҎ্͕౦๺ͷҊ݅
    ࣾϓϩδΣΫτΛ௒͑Δ౦๺ͷϓϩδΣΫτΛΫϥ΢υͰՔಇ
    ձࣾ֓ཁ
    ౦๺ͷ͓٬༷
    三沢市
    定禅寺ストリート


    ジャズフェスティバル


    協会

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  5. ϔϓλΰϯͷαʔϏε

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  6. Ϋϥ΢υδϟʔχʔ
    Ϧϑτ
    γϑτ
    Ϋϥ΢υωΠςΟϒ
    ΦϯϓϨ
    σδλϧτϥϯεϑΥʔϝʔγϣϯ
    ಺੡Խ

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  7. ฐࣾͷ౦๺Ͱͷࣄྫͷ঺հ

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  8. Ϧϑτγϑτͷࣄྫ

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  9. ੨৿ݝീށࢢ
    ΞΠςΟʔΫϨετ༷
    ૑ۀ໿೥ͱͳΔീށࢢͷԷஂ஍ʹ͋Δ࿝ฮ*5
    اۀ
    ओʹԷஂ஍಺ͷاۀͷۀ຿جװ৘ใܥͷγε
    ςϜΛ։ൃӡ༻͞Ε͍ͯΔ

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  10. ࣗࣾͷαʔόϧʔϜʹ͋ΔϝΠϯϑϨʔϜΛத৺ͱͨ͠։ൃͷͨΊਓࡐ֬อ͕೉͠
    ͍ɻϞμϯͳٕज़ʹ΋௅ઓ͍ͨ͠
    ീށͷԷஂ஍Ҏ֎ʹ΋ϏδωεΛ֦େ͍ͤͨ͞
    ՝୊
    ղܾࡦ
    ݱߦͷγεςϜͷΫϥ΢υ΁ͷϦϑτΛฐࣾͰαϙʔτ
    ดҬ໢͔Β͔͠ΞΫηεͰ͖ͳ͔ͬͨγεςϜͷΫϥ΢υԽΛ࣮ݱ
    ੨৿ݝീށࢢ
    ΞΠςΟʔΫϨετ༷

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  11. ޮՌ
    ͓٬༷ͷ੠
    Ϋϥ΢υΛ׆༻͢Δ͜ͱͰϏδωεͷ෯͕େ͖͘޿͕Γ·ͨ͠ɻ·ͨɺ৽͍ٕ͠ज़Λ׆
    ༻Ͱ͖Δ͜ͱͰࣾ಺ͷΤϯδχΞͷϞνϕʔγϣϯ্͕͕Γ·ͨ͠ɻ
    ീށͷԷஂ஍Ҏ֎ͷސ٬͕૿Ճ
    Ϋϥ΢υϑΝʔετͳࣄۀܭըɺઃܭʹγϑτ
    αʔϏεͷ੒௕ʹ߹ΘͤͯΠϯϑϥ΋γʔϜϨεʹ֦ு
    ੨৿ݝീށࢢ
    ΞΠςΟʔΫϨετ༷

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  12. ٶ৓ݝઋ୆ࢢ
    5&44༷
    ৽੡඼ͷϦϦʔεʹ߹ΘͤͯɺWEBαΠτΛ
    AWS্΁ߏங͠·ͨ͠ɻ֎෦CDN(CloudFlare)
    ͱ૊Έ߹ΘͤΔ͜ͱͰඅ༻Λ཈͑ͭͭɺϝσΟΞ
    ࿐ग़ͷࡍʹ͸؆୯ʹεέʔϧΞοϓ͕Ͱ͖Δߏ੒
    ͱ͠·ͨ͠ɻ
    Amazon
    EC2

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  13. ٶ৓ݝઋ୆ࢢ
    νϟϨϯδυδϟύϯ༷
    ো͕͍ऀ޲͚ͷब࿑ࢧԉͳͲͷࣄۀΛશࠃͰల։ɻ
    ࣗࣾαΠτɺΦ΢ϯυϝσΟΞͳͲෳ਺ͷαΠτ
    ϝʔϧΛϨϯλϧαʔόͰӡ༻͞Ε͍͕ͯͨɺ࣌ؒ
    ଳʹΑͬͯදࣔʹ͕͔͔࣌ؒͬͨΓɺهࣄͷฤूͳ
    Ͳ؅ཧۀ຿ʹ΋͕͔͔࣌ؒΓετϨεΛ๊͍͑ͯ
    ͨɻ
    "84্ͰϨϯλϧαʔόͱಉ༷ʹෳ਺υϝΠϯΛ
    ऩ༰Ͱ͖Δ؀ڥΛߏங͠શ໘Ҡઃɻಉ࣌ʹνϡʔχ
    ϯάΛߦ͏͜ͱͰɺදࣔ଎౓͕େ͖͘վળ͠ɺ؅ཧ
    ΋ετϨεͳ͘ߦ͑ΔΑ͏ʹͳͬͨɻ

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  14. ٶ৓ݝઋ୆ࢢ
    νϟϨϯδυδϟύϯ༷
    Ϩϯλϧαʔό͔Β"84΁Ϧϑτ͢Δ͚ͩͰฏۉͷදࣔ଎౓͕େ͖͘վળ
    ίϯςϯπΞϓϦͷมߋ͸Ұ੾ͳ͠
    ৘ใܥ͚ͩͰͳ͘ɺϑΝΠϧαʔό΍"%αʔόͳͲͷࣾ಺αʔό΋
    શ໘తʹ"84ϔϚΠάϨʔγϣϯΛ࣮ߦத

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  15. ੨৿ݝീށࢢ
    ࢥ͍ग़ϑΥτ༷
    εϙʔπΠϕϯτͷࣸਅൢചΛΦϯϥΠϯͰߦ͏8
    αʔϏεɻ
    ΦϯϓϨͰӡ༻͍ͯͨ͠αʔό؀ڥΛ"84্ͷ&$΁
    ϚΠάϨʔγϣϯɻΞΫηε͕૿Ճ͢ΔΠϕϯτલޙ
    ʹεϖοΫͷมߋΛ࣮ࢪ͠ɺίετͷ࠷దԽΛ࣮ݱɻ

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  16. ϚϥιϯେձͷࣸਅൢചͰ͸
    "NB[PO3FLPHOJUJPOΛ༻͍ͯɺࣸਅʹࣸͬ
    ͍ͯΔθοέϯΛݕࡧͰ͖ΔγεςϜΛ૊Έ
    ࠐΉͳͲ"84Λ׆༻ͨ͠ػೳͳͲ΋ఏڙͯ͠
    ͍Δɻ
    ੨৿ݝീށࢢ
    ࢥ͍ग़ϑΥτ༷

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  17. https://www.slideshare.net/AmazonWebServicesJapan/20190924-aws-black-belt-online-seminar-aws-ai-services

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  18. ౦๺ͷϦϑτγϑτҊ͔݅ΒݟΔΫϥ΢υδϟʔχʔ
    w Ϋϥ΢υԽ͠΍͍͢෦෼ʢ৘ใܥ΍όοΫΞοϓͳͲʣ͔Β·ͣ͸ணख͠ɺ੒ޭମݧΛੵΈॏͶ
    Δ
    w Ϋϥ΢υΛ࢖ͬͨ৔߹ͷϝϦοτσϝϦοτ΋͔ͬ͠Γͱ೺Ѳ্ͨ͠Ͱ࣍ͷϑΣʔζ΁Ҡߦͯ͠
    ͍͘ͷ͕ఆੴ
    w ίϯϐϡʔςΟϯάɺσʔλϕʔεɺετϨʔδͳͲΛ&$͔ΒϚωʔδυαʔϏεʹɺ

    Ұ෦ͷػೳΛωοτϫʔΫܥαʔϏε΍ػցֶशܥαʔϏεͳͲʹ֎͍ͩͯ͘͠͠ͷ͕ఆੴ

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  19. Ϋϥ΢υωΠςΟϒͷࣄྫ

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  20. ੨৿ݝ߂લࢢ
    ߂લେֶ$0*
    શࠃ౎ಓ෎ݝͷฏۉण໋Ͱ୹໋ݝͱ͍ΘΕΔ੨৿ݝʹ͓͍ͯʮ୹໋ݝฦ্ʯΛεϩʔ
    ΨϯςʔϚʹ߂લେֶΛத৺ͱͨ͠ࠃՈϓϩδΣΫτͰ͢ɻ
    ຖ೥ ਓҎ্ͷݝຽɺݝ಺اۀΛର৅ʹɺҎ্ͷاۀ΍େֶɺݚڀػؔͱͷ࿈
    ܞʹΑΓ࣬පͷ༧ஹ೺Ѳͱ༧๷๏ͷ։ൃɺݚڀ݁ՌͷࣾձීٴΛΊͯ͟͠׆ಈ͍ͯ͠
    ·͢ɻ

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  21. https://www.youtube.com/watch?v=QElIkSoI2xo&t=1s

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  22. ੨৿ݝ߂લࢢ
    ߂લେֶ$0*

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  23. ੨৿ݝ߂લࢢ
    ߂લେֶ$0*
    ՝୊
    ղܾࡦ
    ਍அͰऩूͨ͠σʔλ͸ɺϩʔΧϧ1$্Ͱ؅ཧ͞Ε͍ͯΔ
    ࢀըاۀ΁ͷσʔλͷڞ༗΋୲౰ऀ͕ख࡞ۀͰߦ͍ͬͯͨ
    ݚڀσʔλͱͯ͠ར༻͢Δʹ͸ಗ໊ԽͳͲͷσʔλॲཧ΋ඞཁ
    "84্Ͱ4ͱ%ZOBNP%#Λத৺ͱͨ͠σʔλϨΠΫΛߏங
    ࢀըاۀͱͷσʔλ࿈ܞͷͨΊʹ"1*؀ڥΛߏங

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  24. ։ൃظؒɿ3ϲ݄

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  25. ੨৿ݝ߂લࢢ
    ߂લେֶ$0*
    ։ൃணख͔Βϲ݄ͰσʔλϨΠΫ؀ڥΛߏங͠ɺӡ༻Λ։࢝
    ৽ܕݕ਍ͷσʔλϓϥοτϑΥʔϜͱͯ͠ՔಇࡁΈ
    αʔόϨεͳαʔϏεΛ࠾༻͢Δ͜ͱͰɺεϞʔϧελʔτ͕Ͱ͖ɺ͞Βʹεέʔϥ
    ϒϧͳߏ੒ͱͳ͍ͬͯΔ
    ཁٻ࢓༷͕ݻ·Βͳ͍தɺॊೈʹϓϩδΣΫτΛࢧԉ͍͚ͯͨͩͨ͜͠ͱʹײँ͍ͯ͠
    ·͢ɻ೥୯ҐͰ༧ࢉ΍ݚڀ಺༰͕มΘΔେֶͷϓϩδΣΫτʹ͓͍ͯɺ͔݄ͷ୹ظؒ
    Ͱߏங͍͚ͯͨͩ͜͠ͱ΋ॿ͔Γ·ͨ͠
    ޮՌ
    ͓٬༷ͷ੠

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  26. ੨৿ݝࡾ୔ࢢ
    σΠαʔϏε;͘Ζ͏༷
    ελοϑ਺໊ɺར༻ऀ਺໊ͷΞοτϗʔϜͳ
    খن໛հޢࢪઃ
    ར༻ऀͷՈ଒޲͚ʹຖ݄Ϩϙʔτ΍ΞϧόϜΛ
    ࡞੒͞Ε͍ͯΔ

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  27. ੨৿ݝࡾ୔ࢢ
    σΠαʔϏε;͘Ζ͏༷
    ར༻ऀҰਓҰਓʹݸผͷϨϙʔτ΍ΞϧόϜΛ࡞੒͍ͯ͠Δ͕ɺେྔͷࣸਅΛར༻ऀ
    ͝ͱʹৼ෼͚Δ࡞ۀ͸ελοϑ͕ுΓ෇͖Ͱ̍೔͕͔Γͷ࡞ۀͱͳ͍ͬͯͨ
    ຊۀͷհޢͰ͸ͳ͍࢓ࣄ͕ͩར༻ऀ΍Ո଒͕تΜͰ͘ΕΔେ੾ͳ࢓ࣄͳͷͰࢭΊΔ͜
    ͱ͸ͨ͘͠ͳ͍
    ՝୊
    ػցֶश༻͍ͨը૾෼ੳαʔϏε"NB[PO3FLPHOJUJPOΛ༻͍ͯɺ͍ࣸͬͯΔਓ෺͝ͱ
    ʹࣸਅΛৼΓ෼͚ΔγεςϜΛ։ൃ
    ղܾࡦ

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  28. ։ൃظؒɿ൒೔

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  29. ੨৿ݝࡾ୔ࢢ
    σΠαʔϏε;͘Ζ͏༷
    ޮՌ
    ͓٬༷ͷ੠
    ຊۀͰ͋Δհޢʹׂ࣌ؒ͘Λ૿΍͢͜ͱ͕Ͱ͖ΔΑ͏ʹͳΓ·ͨ͠ɻ·ͨɺৼ෼͚࡞ۀ
    ΛؾʹͤͣΑΓଟ͘ͷࡱӨ͕Ͱ͖ΔΑ͏ʹͳΓར༻ऀՈ଒ʹ͞ΒʹتΜͰ΋Β͑ΔΑ͏
    ʹͳΓ·ͨ͠ɻ
    ਺ඦຕͷࣸਅ΋਺ඵͰਓ෺ إ
    ͝ͱʹৼΓ෼͚͕Մೳʹ
    ࠷௿ݶͷػೳͷΈΛ࣮૷͢Δ͜ͱͰಋೖίετΛ཈͑ɺӡ༻අ༻ʹ͍ͭͯ΋αʔόϨε
    ͳαʔϏε͚ͩͰߏ੒͢Δ͜ͱͰैྔ՝ۚͰ݄ʑͷར༻ྉ΋਺ඦԁఔ౓

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  30. ੨৿ݝࡾ୔ࢢ
    σΠαʔϏε;͘Ζ͏༷
    ͜Ε·Ͱ͸༧ࢉͷ໰୊Ͱ*5ԽͷԸܙΛड͚ΒΕͳ͔ͬͨ
    খن໛ࣄۀऀͰ΋"84ͳΒۀ຿ޮ཰Խߴ෇ՃՁ஋Խ͕Մೳ

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  31. ੨৿ݝࡾ୔ࢢ
    ࡾ୔ࢢ໾ॴ
    ࡾ୔ࢢ͸ʮॅΈͨ͘ͳΔ֗ʯΛ໨ࢦ͠ɺਓޱݮগղܾͷͨΊʹҠॅఆॅ৘
    ใͷൃ৴Λੵۃతʹߦ͍ͬͯ·͢ɻ
    ϗʔϜϖʔδͰͷ৘ใൃ৴ͷ΄͔ʹ౦ژ౎ͰͷҠॅϑΣΞɺ૬ஊձͳͲΛ
    ௨ͯ͡৘ใఏڙΛߦ͍ͬͯ·ͨ͠ɻ

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  32. ৽ܕίϩφ΢Πϧεײછ঱֦େΛड͚ͯ૬ஊձ౳ͷର໘Ͱͷ৘ใఏڙ׆ಈ͕Ͱ͖ͳ͘
    ͳͬͨ
    ΋ͬͱؾܰʹࡾ୔ࢢͷ͜ͱΛ஌ͬͯ΋ΒͬͨΓɺࡾ୔ࢢͷҠॅʹ͍ͭͯߟ͑ͯ΋Β͍
    ͍ͨ
    ՝୊
    -*/&Λ׆༻ͨ͠'"2γεςϜΛ։ൃ
    όοΫΤϯυͷϩδοΫ͸"84্ͰαʔόϨεͳ؀ڥΛߏங
    ੨৿ݝࡾ୔ࢢ
    ࡾ୔ࢢ໾ॴ
    ղܾࡦ

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  33. ։ൃظؒɿ1ϲ݄

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  34. ޮՌ
    ͓٬༷ͷ੠
    ୹͍։ൃظؒͰ༧ࢉ΋ݶΒΕͨதͰରԠ͍͖ͯͨͩ͠େมײँ͍ͯ͠·͢ɻ஍ݩͷاۀͱ
    ҰॹʹϓϩδΣΫτΛਐΊΔ͜ͱ͕Ͱ͖ͯΑ͔ͬͨͰ͢ɻ
    ϑϩϯΤϯυ͸-*/&Λ׆༻͢Δ͜ͱͰ։ൃ޻਺ظؒΛେ͖͘࡟ݮ
    Ϣʔβʔʹͱͬͯ΋ωΠςΟϒΞϓϦͷμ΢ϯϩʔυ͕ෆཁͰؾܰ
    ʹ࢖͍࢝ΊΒΕΔ
    ໰͍߹ΘͤཤྺΛ஝ੵ͢Δ͜ͱͰ͜Ε·Ͱ೺ѲͰ͖͍ͯͳ͔ͬͨ՝
    ୊΍ཁ๬Λ೺Ѳ
    ੨৿ݝࡾ୔ࢢ
    ࡾ୔ࢢ໾ॴ

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  35. ੨৿ࢢʹ͋Δۀ຿༻ྫྷଂݿϝʔΧʔͱͯ͠શࠃ֤஍΁ઃඋͷೲೖϝϯςφϯε
    ੨৿ݝ੨৿ࢢ
    Ռ࣮༻ྫྷଂઃඋ
    େ੨޻ۀגࣜձ༷ࣾ

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  36. ੨৿ݝ੨৿ࢢ
    େ੨޻ۀגࣜձ༷ࣾ
    ྫྷଂઃඋͷނো͕Ն৔ʹूத͢ΔͨΊਓһͷ֬อ͕ࠔ೉ʹͳΔ৔߹͕͋Δ
    ઃඋΛϦϞʔτ੍ޚ͢Δػث͸ࢢൢ͞Ε͍ͯΔ͕ඇৗʹߴՁ
    ઃඋͷނোʹΑΓݿ಺ͷ෺඼͕μϝʹͳΔ͜ͱ΋ʜ
    ՝୊
    ઃඋͷج൫΍ηϯαʔΛ֎෦͔Β֬ೝ੍ޚͰ͖Δ*P5γεςϜΛ"84্ʹߏங *P5DPSF

    ηϯαʔσʔλΛجʹނোΛ༧஌͢Δ"*ϞσϧΛ"NB[PO4BHF.BLFSͰ։ൃ
    ղܾࡦ

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  37. ։ൃظؒɿ2ϲ݄

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  38. ੨৿ݝ੨৿ࢢ
    େ੨޻ۀגࣜձ༷ࣾ
    ޮՌ
    ͓٬༷ͷ੠
    ຊγεςϜͷಋೖʹΑΓ८ճϝϯςφϯεͷίετ͕௿ݮ͕ظ଴Ͱ͖Δ͚ͩͰͳ͘ɺ͜
    Ε·ͰΫϨʔϜͱͳ͍ͬͯͨઃඋނো͕ࣄલ࿈བྷ͕ՄೳͱͳΓت͹ΕΔΠϕϯτʹมԽ͠
    ·ͨ͠ɻαʔϏεͷ޲্ʹΑΓސ٬ͱͷؔ܎΋ڧԽͰ͖·ͨ͠ɻ
    ͜Ε·Ͱݱ஍Ͱ͔͠Θ͔Βͳ͔ͬͨઃඋͷঢ়گΛϦΞϧλΠϜͰ೺ѲͰ͖ΔΑ͏ʹͳ
    Γɺނো༧ஹΛݕ஌ͨ͠ࡍʹ͸঎඼ʹӨڹ͕ग़ΔલʹରࡦΛଧͭ͜ͱ͕Մೳʹ
    ԕִ؂ࢹγεςϜͷಋೖίετ͸͜Ε·Ͱͷʹܰݮ

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  39. ੨৿ݝࡾ୔ࢢ
    ,"8"$)03*$&༷
    ૑ۀ೥ʹͳΔถͷྲྀ௨ۀऀɻ
    ϖοτϘτϧʹถΛ෧ೖͨ͠ʮ΃Ϙϥʯͷ੡଄
    ൢച΋ߦ͍ͬͯΔ

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  40. https://www.amazon.co.jp/b?ie=UTF8&node=10538743051
    Amazon.comͷςϨϏɺΠϯλʔωοτCMʹ΋࠾༻ʂ

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  41. ถͷྲྀ௨աఔʹ͓͍ͯɺ໏ฑͷݕ͕ࠪߦΘΕ͍ͯΔ͕ɺଟ͘ͷ৔߹ࢿ֨Λ༗ͨ͠ݕࠪ
    һ͕໨ࢹͰݕࠪΛߦ͍ͬͯΔ
    %/"ݕࠪ΋ߦΘΕ͍ͯΔ͕ඇৗʹߴՁͳͨΊશྔݕࠪ͸೉͍͠
    ෆਖ਼ࠞೖͳͲ͕ൃੜ͢Δͱେ໰୊ͱͳΔͨΊɺݕࠪһ΁ͷਫ਼ਆతෛ୲͕େ͖͍
    ՝୊
    ถཻͷը૾͔Β໏ฑΛ൑ఆ͢Δ"*ϞσϧΛ"NB[PO4BHF.BLFSͰ࡞੒͠ɺࡱӨ͢Δ͚ͩ
    Ͱ໏ฑΛ൑ఆͰ͖ΔεϚʔτϑΥϯΞϓϦΛ։ൃ
    ੨৿ݝࡾ୔ࢢ
    ,"8"$)03*$&༷
    ղܾࡦ

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  42. ։ൃظؒɿ12ϲ݄

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  43. ޮՌ
    ͓٬༷ͷ੠
    Կ౓΋ώΞϦϯάͷͨΊʹݱ৔΁଍ΛӡΜͰ͍͖ͨͩɺݱ৔Ͱ
    ͷ࡞ۀ΍ݕࠪһͷ໨ͷ෇͚ॴΛγεςϜʹམͱ͠ࠐΜͰ͘Εͨ
    ͔Βͦ͜ࠓճͷਫ਼౓͕࣮ݱͰ͖ͨͱࢥ͍·͢ɻ஍ݩͷاۀͱ͜
    ͷΑ͏ͳߴ౓ͳϓϩδΣΫτΛਐΊΔ͜ͱ͕Ͱ͖ͯඇৗʹָ͠
    ͔ͬͨɻ
    ࢿ֨Λ༗ͨ͠ݕࠪһͱಉ౳Ҏ্ͷਖ਼ղ཰Λ"*Ͱ࣮ݱ
    ࠓޙશࠃͷݕࠪػؔ΁ͷීٴΛ໨ࢦ͠αʔϏεͷ४උத
    ੨৿ݝࡾ୔ࢢ
    ,"8"$)03*$&༷

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  44. https://www.youtube.com/watch?v=SO2_xQFmwvQ

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  45. ಺੡Խࢧԉͷࣄྫ

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  46. Ҏ্ͷஂମͰར༻͞Ε͍ͯΔνέοτൢചγ
    εςϜʰ(FUUJJʢήοςΟʣʱΛ։ൃӡ༻ɻ
    ΋ͱ΋ͱΦϯϓϨϛεͰӡ༻Λ͞Ε͍͕ͯͨɺαʔ
    Ϗεͷ੒௕ʹ൐ͬͯɺαʔόͷௐୡίετɺΠϕϯ
    τ࣌ͷεέʔϧɺ0SBDMFϥΠηϯεͷίετʹ՝୊
    Λ๊͓͑ͯΓɺࣾ಺ΤϯδχΞͰ"84΁ͷҠઃΛݕ
    ౼ɻฐࣾͰҠઃͷࢧԉΛ࣮ࢪɻ
    ϦϯΫεςʔγϣϯ༷ ੨৿ݝ੨৿ࢢ

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  47. ࢧԉ಺༰
    ΠϯϑϥͷίʔυԽ
    ਺ϲ݄͔͔͍ͬͯͨΠϯϑϥ૿ઃ͕೔ͰՄೳʹ
    0SBDMF3"$͔Β"VSPSB1PTUHSF42-΁ͷϚΠάϨʔγϣϯ
    ίετ࡟ݮ͚ͩͰͳ͘ɺύϑΥʔϚϯεͷ޲্΋࣮ݱ
    1$*%44४ڌ
    ΞΧ΢ϯτͷ෼཭΍"84/FUXPSL'JSFXBMMͷ׆༻ͳͲΫϥ΢υωΠςΟϒͳܗͰͷ४ڌΛ࣮ݱ
    ࣗࣾ಺ͰͷΠϯϑϥߏங
    ଞࣾϕϯμʔʹґཔ͍ͯͨ͠ΠϯϑϥߏஙΛࣗࣾ಺Ͱͷ಺੡Խʹ੾Γସ͑Λ࣮ݱ
    ϦϯΫεςʔγϣϯ༷ ੨৿ݝ੨৿ࢢ

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  48. ౦๺େֶൃͷ"*ελʔτΞοϓاۀɻಠࣗͷʮࢀ
    রܥ"*ʯͷݚڀ։ൃ͓ΑͼɺԻ੠ɾৼಈੜମσʔλ
    ө૾ͳͲͷ࣌ܥྻσʔλղੳʹΑΔҟৗݕ஌ղੳ
    αʔϏε΍ɺόΠλϧσʔλղੳʹΑΔ݈߁ঢ়ଶ෼
    ੳαʔϏεͷఏڙΛߦͳ͍ͬͯΔɻ
    "*ͷֶश༻σʔληοτΛ࡞੒ɾ؅ཧ͢Δ4BB4
    ʮ"EBOTPOT#BTFʯΛ৽ن։ൃ͢Δʹ͋ͨΓΠϯϑ
    ϥج൫ͱͯ͠"84ΛબఆɻฐࣾͰߏஙͷࢧԉΛߦ
    ͳͬͨɻ
    Ξμϯιϯζ༷ ٶ৓ݝઋ୆ࢢ

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  49. ࢧԉ಺༰
    εϞʔϧελʔτՄೳ͔ͭεέʔϥϒϧͳΠϯϑϥઃܭ
    'BSHBUFͱ-BNCEBɺ%ZOBNP%#Λத৺ͱͨ͠αʔόϨεͳΞʔΩςΫνϟ
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    ηΩϡϦςΟϨϕϧʹԠͯ͡ωοτϫʔΫͷ෼཭Λ࣮ࢪ
    ։ൃ؀ڥͱγʔϜϨεʹ࿈ܞͨ͠$*$%ج൫Πϯϑϥ΋ίʔυԽ
    (JUIVC͔ΒͷσϓϩΠύΠϓϥΠϯͷߏஙΛࢧԉ
    ࣾ಺ͰͷΫϥ΢υΤϯδχΞཆ੒ʹͭͳ͕ΔΧϧνϟʔϚΠϯυͷ఻ঝ
    ͓٬༷ࣾ಺ͰͷτϥϯεϑΝʔΛݟਾ͑ͯɺٕज़৘ใ͚ͩͰͳ͘ɺഎܠʹ͋ΔΧϧνϟʔϚ
    ΠϯυΛ఻͑Δ
    Ξμϯιϯζ༷ ٶ৓ݝઋ୆ࢢ

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  50. ౦๺ΤϦΞͰ΋ࣗࣾͰ4BB4ɺ8αʔϏεΛӡ༻͍ͯ͠Δ૊৫Ͱͷ"84ͷ಺੡Խ͸গͣͭ͠
    धཁ͕૿͍͑ͯΔ
    ͦͷҰํͰʜ
    ౦๺ΤϦΞͰͷ಺੡Խ

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  51. ஍ํͷ*5࢈ۀͷओཁϓϨΠϠʔ

    ट౎ݍͷ։ൃͷԼ੥͚Λߦ͏اۀ
    ஍৔ͷࣄۀձࣾͷ։ൃΛߦ͏اۀ
    ͜ͷاۀ܈ͷΫϥ΢υέΠύϏϦςΟΛ޲্͠ͳ͍ͱ஍Ҭͷڝ૪ྗ͕ࣦΘΕΔ
    ஍ํͰͷ*5࢈ۀͷߏ଄

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  52. ஍ํͷ։ൃձࣾͷ՝୊
    $$P&ͷΑ͏ͳ

    σδλϧԽ૊৫΍ਪਐਓࡐΛ
    اۀ୯ಠͰઃஔ͢Δ͜ͱ͕೉͍͠
    େखاۀͷԼ੥͚Ҋ͕݅த৺Ͱ
    ࣗࣾʹϊ΢ϋ΢͕ͨ·Γʹ͘͘
    ࣄྫͷΞϐʔϧ͕ͮ͠Β͍
    ಇ͍͍ͯΔΤϯδχΞͷ

    εΩϧ͕޿͕Βͣ

    ௕ظతͳΩϟϦΞΛݟਾ͑ʹ͍͘
    ׳Εٕͨज़ͰͷରԠ͕༏ઌ͞Ε
    ৽͍͠ςΫϊϩδʔ΍Ϗδωε΁ͷ

    νϟϨϯδ͕Ͱ͖ͳ͍

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  53. ஍Ҭ಺Ͱͷ಺੡Խͱ$$P&
    ̍૊৫ ̍ΤϦΞ

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  54. ϔϓλΰϯ͕౦๺ΤϦΞͷ$$P&ͱͳΓɺ

    ஍Ҭͷ։ൃاۀͷΫϥ΢υ։ൃͷ಺੡ԽΛਐΊɺ
    ஍ҬશମΛΫϥ΢υωΠςΟϒ΁มֵ͢ΔऔΓ૊ΈͰ͢
    SF-JHIU50)0,6

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  55. SF-JHIU50)0,6͕໨ࢦ͢ະདྷ
    ʮނڷΛ੝Γ্͍͛ͨʯͱ͍͏૝͍Λ࣋ͭ։ൃձࣾΛ

    ஍Ҭͷ$$P&΁มֵ͠ɺ஍Ҭશମͷ%9ΛՃ଎ͤ͞·͢
    ˞ͥͻ౦๺Ҏ֎ͷ஍ํͰ΋

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  56. Ϋϥ΢υδϟʔχʔ
    Ϧϑτ
    γϑτ
    Ϋϥ΢υωΠςΟϒ
    ΦϯϓϨ
    σδλϧτϥϯεϑΥʔϝʔγϣϯ
    ಺੡Խ

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  57. ҰൠతͳΫϥ΢υδϟʔχʔ
    ̍ɹϦϑτ
    طଘͷΦϯϓϨͷߏ੒؀ڥΛͦͷ··Ϋϥ΢υ΁Ҡઃ
    ̎ɹγϑτ
    Ұ෦ػೳΛ੾Γग़ͯ͠Ϋϥ΢υʹ࠷దԽ
    ̏ɹΫϥ΢υωΠςΟϒ
    Ϋϥ΢υͷಛੑʹ߹Θͤͯ࠶ઃܭ͠ɺશ໘Ϋϥ΢υ࠷దԽ

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  58. ஍ํதখاۀʹ͓͚ΔΫϥ΢υδϟʔχʔ
    ɹ*5ະಋೖˠ஍ํͰ͸͜͜ͷׂ߹͕ඇৗʹߴ͍
    ̍ɹϦϑτ
    ΦϯϓϨͷߏ੒؀ڥΛͦͷ··Ϋϥ΢υ΁Ҡઃ
    ̎ɹγϑτ
    Ұ෦ػೳΛ੾Γग़ͯ͠Ϋϥ΢υʹ࠷దԽ
    ̏ɹΫϥ΢υωΠςΟϒ
    Ϋϥ΢υͷಛੑʹ߹Θͤͯ࠶ઃܭ͠ɺશ໘Ϋϥ΢υ࠷దԽ

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  59. ஍ํதখاۀʹ͓͚ΔΫϥ΢υδϟʔχʔ
    ɹ*5ະಋೖ
    ̍ɹϦϑτ
    ΦϯϓϨͷߏ੒؀ڥΛͦͷ··Ϋϥ΢υ΁Ҡઃ
    ̎ɹγϑτ
    Ұ෦ػೳΛ੾Γग़ͯ͠Ϋϥ΢υʹ࠷దԽ
    ̏ɹΫϥ΢υωΠςΟϒ
    Ϋϥ΢υͷಛੑʹ߹Θͤͯ࠶ઃܭ͠ɺશ໘Ϋϥ΢υ࠷దԽ
    ϦʔϓϑϩοάܕൃలͷՄೳੑ

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  60. ஍ํͰͷΫϥ΢υ"**P5׆༻ͱ%9
    ՝୊ઌਐ஍Ҭ
    ߴྸԽ
    ਓޱݮগ
    ৘ใ
    Ϧςϥγʔ
    ෆ଍
    ॴಘ֨ࠩ
    ޙܧऀ
    ෆ଍
    ஍ํͷ՝୊ΛΫϥ΢υ/AI/IoTͰղܾ → Ϗδωεͷ஍࢈஍ফ
    Ϋϥ΢υ׆༻ʹΑΔޮ཰Խ
    ݱ࣮ੈք΁޿͕Δ"**P5ٕज़
    ஍ํͷ*5ࣄۀऀ
    ஍ํͷ՝୊ղܾˠ౦ژΛܦ༝ͤͣʹάϩʔόϧԽ

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  61. ·ͱΊ
    Ϋϥ΢υ"**P5͸΋͸΍
    ट౎ݍɺελʔτΞοϓɺΤϯλʔϓϥΠζ͚ͩͷ΋ͷͰ͸ͳ͍
    ࠓͦ͜ɺதখ஍ํൃͷσδλϧτϥϯεϑΥʔϝʔγϣϯΛʂ

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