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/

Transcript

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

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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
   

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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. ஍ํͷΤϯδχΞͷ೰Έ
   • ΩϟϦΞͷબ୒ࢶ͕গͳ͍
   
   
   • ৘ใͷ֨ࠩ
   
   
   • ಉ͡࢓ࣄΛͯ͠Δਓ͕ଟ͘͸ͳ͍
   
   
   • ษڧձɺΠϕϯτ΁ͷҠಈ͕େม/ࢀՃͷ͖͔͚͕ͬগͳ͍
   

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5. ࢲͷΩϟϦΞ
   • ੨৿ੜ·Εେֶਐֶ(จܥ)Ͱઋ୆΁
   
   
   • ઋ୆ࢢ಺ͷಠཱܥαʔόձࣾʹӦۀ৬Ͱ಺ఆ
   
   
   • ೖࣾ௚લʹձ͕ࣾ౗࢈ؒࡍʹ…͔ͦ͜ΒΤϯδχΞΛ΍Δ͜ͱʹ
   
   
   • σʔληϯλʔͷྡʹॅΜͰҰਓ24/365ঢ়ଶ
   
   
   • Vࣈճ෮ͰϚωδϝϯτܦݧΛੵΈɺͦͷޙ੨৿Ͱىۀ
   

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6. View Slide

7. • AWSͷϢʔβʔάϧʔϓ = AWSΛςʔϚʹͨ͠ίϛϡχςΟ
   
   
   • ձࣾͷ࿮Λ௒͑ͨϑϥοτͳ૊৫(ۀքஂମͰ͸ͳ͍)
   
   
   • ૒ํ޲ʹֶͼ߹͏Learningͷ৔
   ίϛϡχςΟͱ͸
   

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8. ૑ۀ௚ޙʹ౦ژͰͨ·ͨ·ۄ઒͞Μʹग़ձ͍ɺ
   
   
   JAWS-UG੨৿Λ্ཱͪ͛Δ͜ͱʹɻ
   
   
   ͦͷྲྀΕͰɺJAWS DAYS 2013ʹॳࢀՃ͠
   
   
   ೤ྔʹিܸΛड͚Δɻ
   ࢲͷίϛϡχςΟྺ
   ࢀՃ
   

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9. ͍͔ͭࣗ෼΋஻ͬͯΈ͍ͨ…
   
   
   JAWS FESTA ؔ੢ 2013(ژηϥυʔϜ)Ͱ
   
   
   શࠃΠϕϯτͷॳొஃɻ
   ࢲͷίϛϡχςΟྺ
   ࢀՃ ొஃ
   

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10. શࠃΠϕϯτͷاը/ӡӦ΋ख఻͏Α͏ʹɻ
    
    
    JAWS FESTA౦๺Λ౦๺ϝϯόʔͰڠྗͯ͠։࠵ɻ
    ࢲͷίϛϡχςΟྺ
    ࢀՃ ొஃ ӡӦ
    

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11. ϩʔΧϧίϛϡχςΟͷΦʔΨφΠβʔ΍্ཱͪ͛ࢧԉ/ӡӦ
    
    
    JAWS-UG੨৿/JAZ-UG੨৿/kinton caféീށ/౦๺IT෺࢈ల/͠Ϳ͠Ϳษڧձ/
    
    
    ໊ແ͠ษڧձ/Ϙεձ…
    
    
    ࢲͷίϛϡχςΟྺ
    ࢀՃ ొஃ ӡӦ
    ΦʔΨφ
    Πβʔ
    

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

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13. ࢲͷίϛϡχςΟྺ
    શࠃ૊৫/ΠϕϯτͷΦʔΨφΠβʔΛܦݧ
    
    
    JAWS-UGશࠃ୅ද(2016~2018)
    
    
    JAWSDAYS2017 ࣮ߦҕһ௕
    

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14. ࢲͷίϛϡχςΟྺ
    JAWS-UGͷϝϯόʔͱҰॹʹࣥච΍ग़൛΋
    

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

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16. ࢲͷίϛϡχςΟྺ
    Apac Community Day
    
    
    Leaders Meetup
    
    
    ࡁभౡ
    λΠͷϢʔβʔάϧʔϓϝϯόʔͷ
    
    
    ݁ࠗࣜʹট଴
    
    
    όϯίΫ
    

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17. .PSF-PDBM.PSFHMPCBM
    AlexaDayͷϋϯζΦϯΛϕʔεʹ
    
    
    ஍ݩֶੜʹAlexaεΩϧΛ։ൃ͢Δ৬ۀମݧΛ࣮ࢪ
    ͜Ε·Ͱ͸஍ݩʹ࢒Δͱ͍͏બ୒ࢶͷͳ͔ͬͨ
    
    
    ࢠڙୡʹ৽͍͠બ୒ࢶ͕ੜ·ΕΔ
    
    
    

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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
    

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21. .PSF-PDBM.PSFHMPCBM
    ؖࠃ΍๺ژ΋೔ຊҎ্ʹट౎ݍʹϦιʔε͕ूத
    
    
    ͦ΋ͦ΋஍ํͰϏδωε΍Ϋϥ΢υΛ΍ΕΔͱ͸ࢥ͍ͬͯͳ
    ͍ΤϯδχΞ/एऀͨͪ΋ଟ͍
    
    
    ίϛϡχςΟܦ༝Ͱ೔ຊͷ஍ํͰͷϏδωεεΩʔϜΛ
    
    
    ౦ژܦ༝͠ͳ͍Ͱάϩʔόϧʹల։Ͱ͖ΔՄೳੑ
    
    
    

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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
    

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24. View Slide

25. ஍ํͷΤϯδχΞ
    

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26. +"846(
    

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27. ੈքͰ௨༻͢Δ
    ΤϯδχΞ
    

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28. ஍ํͷΤϯδχΞͷ೰Έ͸+"846(Ͱղܾ
    • ΩϟϦΞͷબ୒ࢶ͕গͳ͍
    
    
    • ৘ใͷ֨ࠩ
    
    
    • ಉ͡࢓ࣄΛͯ͠Δਓ͕ଟ͘͸ͳ͍
    
    
    • ษڧձɺΠϕϯτ΁ͷҠಈ͕େม/ࢀՃͷ͖͔͚͕ͬগͳ͍
    ղ
    ܾ
    

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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
    

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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
    

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

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33. ฐࣾͷ౦๺Ͱͷࣄྫͷ঺հ
    

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34. Ϧϑτγϑτͷࣄྫ
    

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

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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
    

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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
    

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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
    ߂લେֶ$0*
    

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48. 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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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
    খن໛հޢࢪઃ
    ར༻ऀͷՈ଒޲͚ʹຖ݄Ϩϙʔτ΍ΞϧόϜΛ
    ࡞੒͞Ε͍ͯΔ
    

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52. 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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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
    ࡾ୔ࢢ໾ॴ
    ࡾ୔ࢢ͸ʮॅΈͨ͘ͳΔ֗ʯΛ໨ࢦ͠ɺਓޱݮগղܾͷͨΊʹҠॅఆॅ৘
    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
    େ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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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
    ,"8"$)03*$&༷
    ૑ۀ೥ʹͳΔถͷྲྀ௨ۀऀɻ
    ϖοτϘτϧʹถΛ෧ೖͨ͠ʮ΃Ϙϥʯͷ੡଄
    ൢ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
    %/"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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67. ։ൃظؒɿ12ϲ݄
    

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68. ޮ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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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
    ΋ͱ΋ͱΦϯϓϨϛεͰӡ༻Λ͞Ε͍͕ͯͨɺαʔ
    Ϗεͷ੒௕ʹ൐ͬͯɺαʔόͷௐୡίετɺΠϕϯ
    τ࣌ͷεέʔϧɺ0SBDMFϥΠηϯεͷίετʹ՝୊
    Λ๊͓͑ͯΓɺࣾ಺ΤϯδχΞͰ"84΁ͷҠઃΛݕ
    ౼ɻฐࣾͰҠઃͷࢧԉΛ࣮ࢪɻ
    ϦϯΫεςʔγϣϯ༷ ੨৿ݝ੨৿ࢢ
    

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72. 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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73. 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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74. ࢧԉ಺༰
    εϞʔϧελʔτՄೳ͔ͭεέʔϥϒϧͳΠϯϑϥઃܭ
    'BSHBUFͱ-BNCEBɺ%ZOBNP%#Λத৺ͱͨ͠αʔόϨεͳΞʔΩςΫνϟ
    ಛڐٕज़ͷอޢͷͨΊηΩϡΞͳߏ੒
    ηΩϡϦςΟϨϕϧʹԠͯ͡ωοτϫʔΫͷ෼཭Λ࣮ࢪ
    ։ൃ؀ڥͱγʔϜϨεʹ࿈ܞͨ͠$*$%ج൫Πϯϑϥ΋ίʔυԽ
    (JUIVC͔ΒͷσϓϩΠύΠϓϥΠϯͷߏஙΛࢧԉ
    ࣾ಺ͰͷΫϥ΢υΤϯδχΞཆ੒ʹͭͳ͕ΔΧϧνϟʔϚΠϯυͷ఻ঝ
    ͓٬༷ࣾ಺ͰͷτϥϯεϑΝʔΛݟਾ͑ͯɺٕज़৘ใ͚ͩͰͳ͘ɺഎܠʹ͋ΔΧϧνϟʔϚ
    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
    ϚΠϯυ
    Χϧνϟʔ
    λʔήοτ
    ஍ํͷ։ൃձࣾͷঢ়گ
    

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77. ϩʔΧϧ άϩʔόϧ
    ϨΨγʔ ଟ͍ Լ੥͚
    Ϟμϯ ଟ͍
    ϚΠϯυ
    Χϧνϟʔ
    λʔήοτ
    ஍ํͷ։ൃձࣾͷঢ়گ
    

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78. ஍ํͷ*5࢈ۀͷओཁϓϨΠϠʔ
    

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

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79. ஍ํ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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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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