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地方でこそJAWS-UGとAWSの活用を / jawsug-udon-202305

地方でこそJAWS-UGとAWSの活用を / jawsug-udon-202305

2023年5月12日
JAWS-UGうどん県 勉強会 AIなクラウドサービスの座談会
https://connpass.com/event/282335/

Takuya Tachibana

May 15, 2023
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  1. גࣜձࣾϔϓλΰϯ
    ཱՖ୓໵
    ஍ํͰͦ͜+"846(ͱ"84ͷ׆༻Λ
    +"846(͏ͲΜݝ

    View Slide

  2. ࣗݾ঺հ
    ཱՖ ୓໵ (38)


    ੨৿ݝੜ·Εઋ୆ܦ༝੨৿ݝࡏॅ݁ߏઋ୆


    גࣜձࣾϔϓλΰϯ୅දऔక໾


    AWS Partner Ambassador (2021,2022,2023)


    APN AWS Top Engineers (2021,2022,2023)


    AWS Summit 2017 ι΢ϧ/๺ژ εϐʔΧʔ


    JAWS-UG౦๺


    JAWS-UG2016શࠃ୅ද


    ʮޮՌతͳಋೖɾӡ༻ͷͨΊͷ Amazon Web Services׆༻ೖ໳ʯஶऀ


    ޷͖ͳAWSαʔϏεɿAWS IoTɹɹɹɹɹɹɹ࠷ۙݏ͍ͳαʔϏεɿAWS Billing

    View Slide

  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

    View Slide

  4. ஍ํͷΤϯδχΞͷ೰Έ
    • ΩϟϦΞͷબ୒ࢶ͕গͳ͍


    • ৘ใͷ֨ࠩ


    • ಉ͡࢓ࣄΛͯ͠Δਓ͕ଟ͘͸ͳ͍


    • ษڧձɺΠϕϯτ΁ͷҠಈ͕େม/ࢀՃͷ͖͔͚͕ͬগͳ͍

    View Slide

  5. ࢲͷΩϟϦΞ
    • ੨৿ੜ·Εେֶਐֶ(จܥ)Ͱઋ୆΁


    • ઋ୆ࢢ಺ͷಠཱܥαʔόձࣾʹӦۀ৬Ͱ಺ఆ


    • ೖࣾ௚લʹձ͕ࣾ౗࢈ؒࡍʹ…͔ͦ͜ΒΤϯδχΞΛ΍Δ͜ͱʹ


    • σʔληϯλʔͷྡʹॅΜͰҰਓ24/365ঢ়ଶ


    • Vࣈճ෮ͰϚωδϝϯτܦݧΛੵΈɺͦͷޙ੨৿Ͱىۀ

    View Slide

  6. View Slide

  7. • AWSͷϢʔβʔάϧʔϓ = AWSΛςʔϚʹͨ͠ίϛϡχςΟ


    • ձࣾͷ࿮Λ௒͑ͨϑϥοτͳ૊৫(ۀքஂମͰ͸ͳ͍)


    • ૒ํ޲ʹֶͼ߹͏Learningͷ৔
    ίϛϡχςΟͱ͸

    View Slide

  8. ૑ۀ௚ޙʹ౦ژͰͨ·ͨ·ۄ઒͞Μʹग़ձ͍ɺ


    JAWS-UG੨৿Λ্ཱͪ͛Δ͜ͱʹɻ


    ͦͷྲྀΕͰɺJAWS DAYS 2013ʹॳࢀՃ͠


    ೤ྔʹিܸΛड͚Δɻ
    ࢲͷίϛϡχςΟྺ
    ࢀՃ

    View Slide

  9. ͍͔ͭࣗ෼΋஻ͬͯΈ͍ͨ…


    JAWS FESTA ؔ੢ 2013(ژηϥυʔϜ)Ͱ


    શࠃΠϕϯτͷॳొஃɻ
    ࢲͷίϛϡχςΟྺ
    ࢀՃ ొஃ

    View Slide

  10. શࠃΠϕϯτͷاը/ӡӦ΋ख఻͏Α͏ʹɻ


    JAWS FESTA౦๺Λ౦๺ϝϯόʔͰڠྗͯ͠։࠵ɻ
    ࢲͷίϛϡχςΟྺ
    ࢀՃ ొஃ ӡӦ

    View Slide

  11. ϩʔΧϧίϛϡχςΟͷΦʔΨφΠβʔ΍্ཱͪ͛ࢧԉ/ӡӦ


    JAWS-UG੨৿/JAZ-UG੨৿/kinton caféീށ/౦๺IT෺࢈ల/͠Ϳ͠Ϳษڧձ/


    ໊ແ͠ษڧձ/Ϙεձ…


    ࢲͷίϛϡχςΟྺ
    ࢀՃ ొஃ ӡӦ
    ΦʔΨφ
    Πβʔ

    View Slide

  12. ࢲͷίϛϡχςΟྺ
    ίϛϡχςΟ׆ಈΛϝσΟΞʹ΋औΓ্͍͛ͯͨͩ͘Α͏ʹ
    ASCII.jp ϏδωεʴIT

    View Slide

  13. ࢲͷίϛϡχςΟྺ
    શࠃ૊৫/ΠϕϯτͷΦʔΨφΠβʔΛܦݧ


    JAWS-UGશࠃ୅ද(2016~2018)


    JAWSDAYS2017 ࣮ߦҕһ௕

    View Slide

  14. ࢲͷίϛϡχςΟྺ
    JAWS-UGͷϝϯόʔͱҰॹʹࣥච΍ग़൛΋

    View Slide

  15. ࢲͷίϛϡχςΟྺ
    ͞Βʹ͸ւ֎ͷϢʔβʔάϧʔϓͱ΋ަྲྀ
    ι΢ϧԕ੐ γϯΨϙʔϧԕ੐

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  16. ࢲͷίϛϡχςΟྺ
    Apac Community Day


    Leaders Meetup


    ࡁभౡ
    λΠͷϢʔβʔάϧʔϓϝϯόʔͷ


    ݁ࠗࣜʹট଴


    όϯίΫ

    View Slide

  17. .PSF-PDBM.PSFHMPCBM
    AlexaDayͷϋϯζΦϯΛϕʔεʹ


    ஍ݩֶੜʹAlexaεΩϧΛ։ൃ͢Δ৬ۀମݧΛ࣮ࢪ
    ͜Ε·Ͱ͸஍ݩʹ࢒Δͱ͍͏બ୒ࢶͷͳ͔ͬͨ


    ࢠڙୡʹ৽͍͠બ୒ࢶ͕ੜ·ΕΔ


    View Slide

  18. .PSF-PDBM.PSFHMPCBM
    ஍ݩֶੜΛ஍ݩاۀ͕ࢧԉͯ͠ւ֎Πϕϯτʹ࿈Ε͍ͯ͘ϓϩδΣΫτ
    JAWS-UGͰֶΜͩ࢓૊ΈΛԠ༻


    - εΧϥγοϓ


    - αϙʔλʔ੍౓


    - χϡʔελʔͷൃ۷

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  19. .PSF-PDBM.PSFHMPCBM
    ࢀՃֶͨ͠ੜͷײ૝


    - ͜Ε͔Β͸੨৿ʹ͍ͯ΋ੈքج४Ͱ෺ࣄΛߟ͍͑ͨ


    - ւ֎ͷΞδΞܥͷֶੜ͕ྡͰӳޠͰσΟεΧογϣϯ͍ͯ͠Δ༷ࢠΛݟͯչ͔ͬͨ͠


    - 60km͘Β͍า͍͚ͨͲɺർΕΑΓ΋ָ͠Έͷํ͕େ͖͍


    - ߦͬͯΈͯॳΊͯײͨ͜͡ͱ͕͋Δ


    - ͜Ε͔Βͷੜ׆͕ϫΫϫΫ͢ΔΑ͏ʹͳͬͨ


    - དྷ೥͸ࣗෲͰ΋ߦ͖͍ͨͱࢥͬͨ -> དྷ೥ຊ౰ʹࣗෲͰࢀՃܾఆʂ


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  20. AWS Summit ι΢ϧ
    AWS Summit ๺ژ
    .PSF-PDBM.PSFHMPCBM
    ւ֎͔Βͷ೔ຊͰͷ஍ํxΫϥ΢υͷ࿩͕ฉ͖͍ͨͱొஃϦΫΤετ
    AWS Korea


    νϟχʔ͞Μ

    View Slide

  21. .PSF-PDBM.PSFHMPCBM
    ؖࠃ΍๺ژ΋೔ຊҎ্ʹट౎ݍʹϦιʔε͕ूத


    ͦ΋ͦ΋஍ํͰϏδωε΍Ϋϥ΢υΛ΍ΕΔͱ͸ࢥ͍ͬͯͳ
    ͍ΤϯδχΞ/एऀͨͪ΋ଟ͍


    ίϛϡχςΟܦ༝Ͱ೔ຊͷ஍ํͰͷϏδωεεΩʔϜΛ


    ౦ژܦ༝͠ͳ͍Ͱάϩʔόϧʹల։Ͱ͖ΔՄೳੑ


    View Slide

  22. ɾΈΜͳͷ೤ྔ͕Ϟνϕʔγϣϯʹ


    ɾࣗ෼͕Ξ΢τϓοτ͢Δ͜ͱͰ࠷ઌ୺ͷٕज़/৘ใ͕ࣗવͱΠϯϓοτ


    ɾ֎ͷ΋ͷ͞͠


    ɾશࠃɺੈք֤஍ʹ༑ਓ͕૿͑Δ


    ɾ্Լؔ܎ͷͳ͍ɺΦʔϓϯͳ૊৫Ͱͷ׆ಈ΍Ϛωδϝϯτܦݧ


    ɾଟ༷ͳจԽɺՁ஋؍ͱͷग़ձ͍
    ίϛϡχςΟʹμΠϒͯ͠ಘΒΕͨ͜ͱ

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  23. ɾී௨͸ग़ձΘͳ͍Α͏ͳϝϯλʔͱͷग़ձ͍


    ɾίϛϡχςΟΛ௨ͯ͡஍ݩ/શࠃͷاۀͱڞಉͰϏδωε


    ɾ༏लͳਓࡐͱͷܨ͕Γ


    ɾϑΟϧλϦϯά͞Ε͍ͯͳ͍Ұ࣍৘ใ(࣮ଶ΍ΦϑϨί)


    ɾ༗ӹͳೋ࣍৘ใʢٕज़త/Ϗδωεతͳ৘ใʣ


    ɾϦϞʔτϫʔΫͷϊ΢ϋ΢
    ίϛϡχςΟʹμΠϒͯ͠ಘΒΕͨ͜ͱ

    View Slide

  24. View Slide

  25. ஍ํͷΤϯδχΞ

    View Slide

  26. +"846(

    View Slide

  27. ੈքͰ௨༻͢Δ
    ΤϯδχΞ

    View Slide

  28. ஍ํͷΤϯδχΞͷ೰Έ͸+"846(Ͱղܾ
    • ΩϟϦΞͷબ୒ࢶ͕গͳ͍


    • ৘ใͷ֨ࠩ


    • ಉ͡࢓ࣄΛͯ͠Δਓ͕ଟ͘͸ͳ͍


    • ษڧձɺΠϕϯτ΁ͷҠಈ͕େม/ࢀՃͷ͖͔͚͕ͬগͳ͍
    ղ
    ܾ

    View Slide

  29. ໊ࣾ 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

    View Slide

  30. 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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  31. ϔϓλΰϯͷαʔϏε

    View Slide

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

    View Slide

  33. ฐࣾͷ౦๺Ͱͷࣄྫͷ঺հ

    View Slide

  34. Ϧϑτγϑτͷࣄྫ

    View Slide

  35. ੨৿ݝീށࢢ
    ΞΠςΟʔΫϨετ༷
    ૑ۀ໿೥ͱͳΔീށࢢͷԷஂ஍ʹ͋Δ࿝ฮ*5
    اۀ
    ओʹԷஂ஍಺ͷاۀͷۀ຿جװ৘ใܥͷγε
    ςϜΛ։ൃӡ༻͞Ε͍ͯΔ

    View Slide

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

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  37. ޮ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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  38. ٶ৓ݝઋ୆ࢢ
    5&44༷
    ৽੡඼ͷϦϦʔεʹ߹ΘͤͯɺWEBαΠτΛ
    AWS্΁ߏங͠·ͨ͠ɻ֎෦CDN(CloudFlare)
    ͱ૊Έ߹ΘͤΔ͜ͱͰඅ༻Λ཈͑ͭͭɺϝσΟΞ
    ࿐ग़ͷࡍʹ͸؆୯ʹεέʔϧΞοϓ͕Ͱ͖Δߏ੒
    ͱ͠·ͨ͠ɻ
    Amazon
    EC2

    View Slide

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

    View Slide

  41. ੨৿ݝീށࢢ
    ࢥ͍ग़ϑΥτ༷
    εϙʔπΠϕϯτͷࣸਅൢചΛΦϯϥΠϯͰߦ͏8
    αʔϏεɻ
    ΦϯϓϨͰӡ༻͍ͯͨ͠αʔό؀ڥΛ"84্ͷ&$΁
    ϚΠάϨʔγϣϯɻΞΫηε͕૿Ճ͢ΔΠϕϯτલޙ
    ʹεϖοΫͷมߋΛ࣮ࢪ͠ɺίετͷ࠷దԽΛ࣮ݱɻ

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

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  43. 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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  44. Ϋϥ΢υωΠςΟϒͷࣄྫ

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

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  47. ੨৿ݝ߂લࢢ
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  48. ੨৿ݝ߂લࢢ
    ߂લେֶ$0*
    ՝୊
    ղܾࡦ
    ਍அͰऩूͨ͠σʔλ͸ɺϩʔΧϧ1$্Ͱ؅ཧ͞Ε͍ͯΔ
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    ݚڀσʔλͱͯ͠ར༻͢Δʹ͸ಗ໊ԽͳͲͷσʔλॲཧ΋ඞཁ
    "84্Ͱ4ͱ%ZOBNP%#Λத৺ͱͨ͠σʔλϨΠΫΛߏங
    ࢀըاۀͱͷσʔλ࿈ܞͷͨΊʹ"1*؀ڥΛߏங

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  49. ։ൃظؒɿ3ϲ݄

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  50. 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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  51. ੨৿ݝࡾ୔ࢢ
    σΠαʔϏε;͘Ζ͏༷
    ελοϑ਺໊ɺར༻ऀ਺໊ͷΞοτϗʔϜͳ
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    ར༻ऀͷՈ଒޲͚ʹຖ݄Ϩϙʔτ΍ΞϧόϜΛ
    ࡞੒͞Ε͍ͯΔ

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  52. ੨৿ݝࡾ୔ࢢ
    σΠαʔϏε;͘Ζ͏༷
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    ͝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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  53. ։ൃظؒɿ൒೔

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  54. 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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  55. ੨৿ݝࡾ୔ࢢ
    σΠαʔϏε;͘Ζ͏༷
    ͜Ε·Ͱ͸༧ࢉͷ໰୊Ͱ*5ԽͷԸܙΛड͚ΒΕͳ͔ͬͨ
    খن໛ࣄۀऀͰ΋"84ͳΒۀ຿ޮ཰Խߴ෇ՃՁ஋Խ͕Մೳ

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  56. ੨৿ݝࡾ୔ࢢ
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    ใͷൃ৴Λੵۃతʹߦ͍ͬͯ·͢ɻ
    ϗʔϜϖʔδͰͷ৘ใൃ৴ͷ΄͔ʹ౦ژ౎ͰͷҠॅϑΣΞɺ૬ஊձͳͲΛ
    ௨ͯ͡৘ใఏڙΛߦ͍ͬͯ·ͨ͠ɻ

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  57. ৽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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  58. ։ൃظؒɿ1ϲ݄

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  59. ޮ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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  60. ੨৿ࢢʹ͋Δۀ຿༻ྫྷଂݿϝʔΧʔͱͯ͠શࠃ֤஍΁ઃඋͷೲೖϝϯςφϯε
    ੨৿ݝ੨৿ࢢ
    Ռ࣮༻ྫྷଂઃඋ
    େ੨޻ۀגࣜձ༷ࣾ

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  61. ੨৿ݝ੨৿ࢢ
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    ྫྷଂઃඋͷނো͕Ն৔ʹूத͢ΔͨΊਓһͷ֬อ͕ࠔ೉ʹͳΔ৔߹͕͋Δ
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    ઃඋͷނোʹΑΓݿ಺ͷ෺඼͕μϝʹͳΔ͜ͱ΋ʜ
    ՝୊
    ઃඋͷج൫΍ηϯαʔΛ֎෦͔Β֬ೝ੍ޚͰ͖Δ*P5γεςϜΛ"84্ʹߏங *P5DPSF

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

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  62. ։ൃظؒɿ2ϲ݄

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  63. 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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  64. ੨৿ݝࡾ୔ࢢ
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    ൢച΋ߦ͍ͬͯΔ

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

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  66. ถͷྲྀ௨աఔʹ͓͍ͯɺ໏ฑͷݕ͕ࠪߦΘΕ͍ͯΔ͕ɺଟ͘ͷ৔߹ࢿ֨Λ༗ͨ͠ݕࠪ
    һ͕໨ࢹͰݕࠪΛߦ͍ͬͯΔ
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    ՝୊
    ถཻͷը૾͔Β໏ฑΛ൑ఆ͢Δ"*ϞσϧΛ"NB[PO4BHF.BLFSͰ࡞੒͠ɺࡱӨ͢Δ͚ͩ
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    ,"8"$)03*$&༷
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  67. ։ൃظؒɿ12ϲ݄

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  68. ޮՌ
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    ͔ͬͨɻ
    ࢿ֨Λ༗ͨ͠ݕࠪһͱಉ౳Ҏ্ͷਖ਼ղ཰Λ"*Ͱ࣮ݱ
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    ੨৿ݝࡾ୔ࢢ
    ,"8"$)03*$&༷

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

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  70. ಺੡Խࢧԉͷࣄྫ

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  71. Ҏ্ͷஂମͰར༻͞Ε͍ͯΔνέοτൢചγ
    εςϜʰ(FUUJJʢήοςΟʣʱΛ։ൃӡ༻ɻ
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    τ࣌ͷεέʔϧɺ0SBDMFϥΠηϯεͷίετʹ՝୊
    Λ๊͓͑ͯΓɺࣾ಺ΤϯδχΞͰ"84΁ͷҠઃΛݕ
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    ϦϯΫεςʔγϣϯ༷ ੨৿ݝ੨৿ࢢ

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  72. ࢧԉ಺༰
    ΠϯϑϥͷίʔυԽ
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    ίετ࡟ݮ͚ͩͰͳ͘ɺύϑΥʔϚϯεͷ޲্΋࣮ݱ
    1$*%44४ڌ
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    ϦϯΫεςʔγϣϯ༷ ੨৿ݝ੨৿ࢢ

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  73. ౦๺େֶൃͷ"*ελʔτΞοϓاۀɻಠࣗͷʮࢀ
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    ੳαʔϏεͷఏڙΛߦͳ͍ͬͯΔɻ
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    ͳͬͨɻ
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  74. ࢧԉ಺༰
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    ΠϯυΛ఻͑Δ
    Ξμϯιϯζ༷ ٶ৓ݝઋ୆ࢢ

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  75. ౦๺ΤϦΞͰ΋ࣗࣾͰ4BB4ɺ8αʔϏεΛӡ༻͍ͯ͠Δ૊৫Ͱͷ"84ͷ಺੡Խ͸গͣͭ͠
    धཁ͕૿͍͑ͯΔ
    ͦͷҰํͰʜ
    ౦๺ΤϦΞͰͷ಺੡Խ

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  76. ϩʔΧϧ άϩʔόϧ
    ϨΨγʔ
    Ϟμϯ ΍Γ͍ͨʂ
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    Χϧνϟʔ
    λʔήοτ
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  77. ϩʔΧϧ άϩʔόϧ
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    Ϟμϯ ଟ͍
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  78. ஍ํͷ*5࢈ۀͷओཁϓϨΠϠʔ

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    ͜ͷاۀ܈ͷΫϥ΢υέΠύϏϦςΟΛ޲্͠ͳ͍ͱ஍Ҭͷڝ૪ྗ͕ࣦΘΕΔ
    ஍ํͰͷ*5࢈ۀͷߏ଄

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  79. ஍ํͷ։ൃձࣾͷ՝୊
    $$P&ͷΑ͏ͳ

    σδλϧԽ૊৫΍ਪਐਓࡐΛ
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    ಇ͍͍ͯΔΤϯδχΞͷ

    εΩϧ͕޿͕Βͣ

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

    νϟϨϯδ͕Ͱ͖ͳ͍

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  80. ஍Ҭ಺Ͱͷ಺੡Խͱ$$P&
    ̍૊৫ ̍ΤϦΞ

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  81. ϔϓλΰϯ͕౦๺ΤϦΞͷ$$P&ͱͳΓɺ

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

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

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

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

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  84. 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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  85. ஍ํ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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  86. ஍ํ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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  87. ஍ํ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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  88. ·ͱΊ
    Ϋϥ΢υ"**P5͸΋͸΍
    ट౎ݍɺελʔτΞοϓɺΤϯλʔϓϥΠζ͚ͩͷ΋ͷͰ͸ͳ͍
    ࠓͦ͜ɺதখ஍ํൃͷσδλϧτϥϯεϑΥʔϝʔγϣϯΛʂ

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