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AWSの各種サービス紹介と活用方法 − AI・ML活用デモを交えて − / 20231208aws-aiml-seminar

kasacchiful
December 08, 2023

AWSの各種サービス紹介と活用方法 − AI・ML活用デモを交えて − / 20231208aws-aiml-seminar

2023/12/08 (金)
新潟県工業技術総合研究所 中越技術支援センターにて、お話しした資料

kasacchiful

December 08, 2023
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  1. "84ͷ֤छαʔϏε঺հͱ׆༻ํ๏
    —"*ɾ.-׆༻σϞΛަ͑ͯ—
    Ϋϥεϝιουגࣜձࣾɹּݪ޺

    !৽ׁݝ޻ۀٕज़૯߹ݚڀॴதӽٕज़ࢧԉηϯλʔ

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  2. ຊ೔͓࿩͢͠Δ͜ͱ
    w"84͕ఏڙ͞ΕΔαʔϏεͷத͔Βɺ੡଄ۀͷօ༷ʹ࢖͑ΔαʔϏεΛ
    ͍͔ͭ͘঺հ͍ͨ͠·͢ɻ
    w՝୊ղܾͷώϯτɾ͖͔͚ͬͱͳΕ͹޾͍Ͱ͢ɻ

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  3. ࣗݾ঺հ
    @kasacchiful
    @kasacchiful
    ּݪ޺
    wΫϥεϝιουגࣜձࣾσʔλΞφϦςΟΫεࣄۀຊ෦
    w৽ׁݝ৽ׁࢢࡏॅ
    w޷͖ͳ"84αʔϏε4ɺ-BNCEBɺ4BHF.BLFS
    w+"846(৽ׁࢧ෦ʗ1ZUIPOػցֶशษڧձJO৽ׁʗ+B445৽ׁ
    ʗ48"/**ʗ$MPVE
    fl
    BSF.FFUVQ/JJHBUBʗFUD
    w"84$PNNVOJUZ#VJMEFS+BQBO"84"MM
    $FSUJ
    fi
    DBUJPOT&OHJOFFS

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  4. ໨࣍
    "84ͱ͸Կ͔ʁ
    "84ͷΠϯϑϥετϥΫνϟ
    Φεεϝͷ"84ͷ࢖͍ํ
    "84ͷ୅දతͳαʔϏε
    "84αʔϏεͷ׆༻ํ๏
    wαʔόʔϨε
    w*P5
    wσʔλ෼ੳ
    wػցֶश
    "84ͷ࢝Ίํ

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  5. "84ͱ͸Կ͔ʁ
    "84ͱ͸Կ͔ʁ
    "84ͷΠϯϑϥετϥΫνϟ
    Φεεϝͷ"84ͷ࢖͍ํ
    "84ͷ୅දతͳαʔϏε
    "84αʔϏεͷ׆༻ํ๏
    wαʔόʔϨε
    w*P5
    wσʔλ෼ੳ
    wػցֶश
    "84ͷ࢝Ίํ

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  6. "84ͱ͸Կ͔ʁ
    "NB[PO8FC4FSWJDFT *OD͕ఏڙ͢ΔΫϥ΢υίϯϐϡʔςΟϯάαʔϏε
    w ೥݄Ұൠఏڙ։࢝
    㾎 ࠷ॳ͸"NB[PO4Λఏڙ։࢝
    㾎 ಉ೥݄ʹ"NB[PO&$Λఏڙ։࢝
    w ೥݄౦ژϦʔδϣϯ։ઃ
    w ೥݄େࡕϦʔδϣϯ։ઃ
    IUUQTBXTBNB[PODPNKQ

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  7. "84ͱ͸Կ͔ʁ
    IUUQTBXTBNB[PODPNKQCMPHTOFXTBXTOBNFE
    BTBMFBEFSJOUIFHBSUOFSDMPVEJOGSBTUSVDUVSF
    QMBUGPSNTFSWJDFTDJQTNBHJDRVBESBOUGPSUIFUI
    DPOTFDVUJWFZFBS
    Ψʔτφʔࣾͷ.BHJD2VBESBOU
    GPS$MPVE*OGSBTUSVDUVSF
    1MBUGPSN4FSWJDFTʹ͓͍ͯɺ
    ೥ʹ೥࿈ଓͰ
    Ϧʔμʔʹબग़

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  8. "84ͱ͸Կ͔ʁ
    IUUQTXXXDBOBMZTDPNOFXTSPPNHMPCBMDMPVETFSWJDFT
    R
    $BOBMZTࣾͷௐࠪʹΑΔͱɺ
    "84ͷγΣΞ͸Ͱτοϓ
    ೥ୈ࢛൒ظ

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  9. "84ͷΠϯϑϥετϥΫνϟ
    "84ͱ͸Կ͔ʁ
    "84ͷΠϯϑϥετϥΫνϟ
    Φεεϝͷ"84ͷ࢖͍ํ
    "84ͷ୅දతͳαʔϏε
    "84αʔϏεͷ׆༻ํ๏
    wαʔόʔϨε
    w*P5
    wσʔλ෼ੳ
    wػցֶश
    "84ͷ࢝Ίํ

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  10. "84ͷάϩʔόϧΠϯϑϥετϥΫνϟ
    Ϧʔδϣϯ
    w σʔληϯλʔ͕ूੵ͍ͯ͠Δ෺ཧϩέʔγϣϯ
    㾎 ೔ຊʹ͸ʮ౦ژϦʔδϣϯʯͱʮେࡕϦʔδϣϯʯ
    w ϦʔδϣϯຖʹఏڙαʔϏε΍ྉ͕ۚҟͳΔ
    ΞϕΠϥϏϦςΟκʔϯ ";

    w ͭͷϦʔδϣϯ಺ͰͦΕͧΕ੾Γ཭͞Εͨσʔληϯλʔ܈
    㾎 ౦ژϦʔδϣϯʗେࡕϦʔδϣϯ
    w ෳ਺ͷ";Ͱ৑௕ߏ੒ΛऔΔ͜ͱ͕جຊ
    IUUQTBXTBNB[PODPNKQBCPVUBXTHMPCBMJOGSBTUSVDUVSF

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  11. ϦʔδϣϯͱΞϕΠϥϏϦςΟκʔϯ ";

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  12. Φεεϝͷ"84ͷ࢖͍ํ
    "84ͱ͸Կ͔ʁ
    "84ͷΠϯϑϥετϥΫνϟ
    Φεεϝͷ"84ͷ࢖͍ํ
    "84ͷ୅දతͳαʔϏε
    "84αʔϏεͷ׆༻ํ๏
    wαʔόʔϨε
    w*P5
    wσʔλ෼ੳ
    wػցֶश
    "84ͷ࢝Ίํ

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  13. Ϋϥ΢υͷಛ௃
    ैྔ՝ۚ ढ़හੑ αʔϏεͷ
    ༗ޮ׆༻
    "1*ૢ࡞
    ࢖ͬͨ෼͚ͩࢧ෷͍ ඞཁͳ࣌ʹ͙͢࢖͑Δ ศརͳαʔϏεΛ
    ૊Έ߹ΘͤΔ
    ࣗಈԽ

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  14. Φεεϝͷ"84ͷ࢖͍ํ
    Φεεϝ͢Δ࢖͍ํ
    w খ࢝͘͞ΊΔ
    w τϥΠΞϯυΤϥʔΛ܁Γฦ͢
    w εέʔϧ͠΍͍͢ʗ΍Ί΍͍͢
    "84Ͱ࣮ݱՄೳͳ͜ͱ
    w ඞཁͳ΋ͷΛඞཁͳ࣌ʹ͙͢ௐୡ
    w Ұؾʹ࡞ͬͯɺҰؾʹյ͢
    w يಓʹ৐ͬͨΒ֦ு͠΍͍͢

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  15. ඞཁͳ΋ͷΛඞཁͳ͚͙࣌ͩ͢ʹௐୡ
    ΦϯϓϨϛεͷ৔߹
    w ػثͷೲ඼·Ͱʙिؒ
    w ػثઃஔʹिؒ
    w 04ɾϛυϧ΢ΣΞΠϯετʔϧʹिؒ
    w FUD
    "84ͷ৔߹
    w ਺෼Ͱඞཁͳ*5ϦιʔεΛௐୡՄೳ
    ࠷খݶͷߏ੒ʹඞཁͳ෼͚ͩௐୡ
    ଍Γͳ͘ͳͬͨΒɺ͙͢ௐୡ
    ෆཁʹͳͬͨΒɺ͙͢࡟আ

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  16. ඞཁͳ΋ͷΛඞཁͳ͚͙࣌ͩ͢ʹௐୡ
    ΦϯϓϨϛεͷ৔߹
    w ػثߪೖͷॳظ౤ࢿ͕େ͖͍
    㾎 ༧ࢉͷ֬อʹ͕͔͔࣌ؒΔ
    "84ͷ৔߹
    w ར༻ͨ͠෼͚ͩར༻ྉࢧ෷͍
    㾎 લ෷͍ෆཁ
    ࠷খݶͷߏ੒ʹඞཁͳ෼͚ͩௐୡ
    ଍Γͳ͘ͳͬͨΒɺ͙͢ௐୡ
    ෆཁʹͳͬͨΒɺ͙͢࡟আ

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  17. ίετ࡟ݮ
    ॳظඅ༻ෆཁɾ௿ֹͳར༻ྉۚ
    w Ծ૝αʔό
    w ετϨʔδ
    w σʔλసૹ
    ໿ԁʙ࣌ؒ
    "NB[PO&$
    "NB[PO4 ໿ԁʙ(#݄
    ໿ԁʙ(#
    ্Γ͸ແྉ

    ҎԼͷ಺༰ؚ͕·Ε͍ͯΔ
    wσʔληϯλʔඅ༻
    wΠϯϑϥߏஙඅ༻
    wϋʔυ΢ΣΞඅ༻
    wిؾ୅
    wԾ૝Խج൫ηΩϡϦςΟ
    wԾ૝Խج൫ӡ༻อक
    wσʔληϯλʔηΩϡϦςΟ
    wσʔληϯλʔӡ༻อक
    wFUD

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  18. Ұؾʹ࡞ͬͯɺҰؾʹյ͢
    ΦϯϓϨϛεͷ৔߹
    w ௐୡʹ͕͔͔࣌ؒΔˠ͙͢࡞Εͳ͍
    w ػثߪೖͷॳظ౤ࢿ͕େ͖͍
    㾎 ෆཁʹͳͬͯ΋͙ࣺͯ͢ΒΕͳ͍
    w ػثߏ੒Λ༰қʹม͑Δ͜ͱ͕Ͱ͖ͳ͍
    㾎 ࢼ͚ͩ͢ͰҰۤ࿑ʜ
    "84ͷ৔߹
    w ඞཁͳ*5ϦιʔεΛ͙͢ௐୡՄೳ
    w ར༻ͨ͠෼͚ͩར༻ྉࢧ෷͍
    w ൺֱతߏ੒Λม͑΍͍͢
    㾎 Ϧιʔεաෆ଍Λޙ͔Βௐ੔Մೳ
    w ΠϯϑϥߏஙΛίʔυԽ͢Δ͜ͱͰɺࣗಈ
    Խ͠΍͍͢
    㾎 Ұؾʹ࡞ͬͯɺҰؾʹյ͢Λ؆୯ʹ

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  19. يಓʹ৐ͬͨΒ֦ு͠΍͍͢
    ΦϯϓϨϛεͷ৔߹
    w ௐୡʹ͕͔͔࣌ؒΔˠ͙֦͢ுͰ͖ͳ͍
    w ػثߪೖͷॳظ౤ࢿ͕େ͖͍
    㾎 ֦ு͢Δʹ΋༧ࢉ͕ඞཁ
    w ػثߏ੒Λ༰қʹม͑Δ͜ͱ͕Ͱ͖ͳ͍
    㾎 ΠϯϑϥͱΞϓϦ྆໘Ͱߟྀ͕ඞཁ
    "84ͷ৔߹
    w ൺֱతߏ੒Λม͑΍͍͢
    㾎 Ϧιʔεաෆ଍Λޙ͔Βௐ੔Մೳ
    㾎 ࠷ॳ͔Β֦ுੑΛߟྀ͠΍͍͢
    w "84͕ఏڙ͢ΔϚωʔδυαʔϏεΛ࢖
    ͑͹ɺΑΓ؆୯ʹ֦ுੑ͕ಘΒΕΔ

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  20. يಓʹ৐ͬͨΒ֦ு͠΍͍͢
    ΦϯϓϨϛεͷ৔߹
    w ϝϯςφϯεͷ޻਺ɾඅ༻͕݁ߏ͔͔Δ
    㾎 όοΫΞοϓ
    㾎 ηΩϡϦςΟύονద༻
    㾎 ৑௕ߏ੒
    㾎 ϦΧόϦ
    㾎 FUD
    "84ͷ৔߹
    w "84͕ఏڙ͢ΔϚωʔδυαʔϏεΛ࢖
    ͑͹ɺΑΓ؆୯ʹϝϯςφϯεͰ͖Δ
    㾎 ࣗಈઃఆ͠΍͍͢
    㾎 "84ʹ͓·͔ͤͰ͖Δ෦෼΋͋Δ
    㾎 ΑΓՁ஋ΛੜΈग़͢࡞ۀʹ஫ྗͰ͖Δ

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  21. ΧΠθϯͱΠϊϕʔγϣϯͷ࣮ݱ΁
    ΧΠθϯ
    w ࠓ·ͰͰ͖͍ͯͨ͜ͱΛ
    w ΑΓૣ͘
    w ؆୯ʹ
    w ॊೈʹ
    ࣮ݱͰ͖Δ
    Πϊϕʔγϣϯ
    w ࠓ·ͰͰ͖ͳ͔ͬͨ͜ͱΛ࣮ݱ͢Δ

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  22. "84ͷ୅දతͳαʔϏε
    "84ͱ͸Կ͔ʁ
    "84ͷΠϯϑϥετϥΫνϟ
    Φεεϝͷ"84ͷ࢖͍ํ
    "84ͷ୅දతͳαʔϏε
    "84αʔϏεͷ׆༻ํ๏
    wαʔόʔϨε
    w*P5
    wσʔλ෼ੳ
    wػցֶश
    "84ͷ࢝Ίํ

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  23. "84͕ఏڙ͢ΔαʔϏε܈
    AWS͸৭ʑͳαʔϏεΛ


    ఏڙ͍ͯ͠·͢

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  24. "84͕ఏڙ͢ΔαʔϏε܈
    ͋ΒΏΔϫʔΫϩʔυΛαϙʔτ͢Δ175Λ௒͑ΔओཁͳAWSαʔϏε
    ෼ੳ ΞϓϦέʔγϣϯ
    ౷߹
    "84ίετ؅ཧ ϒϩοΫνΣʔϯ Ϗδωε
    ΞϓϦέʔγϣϯ
    ίϯϐϡʔςΟϯά
    ίϯςφ ΧελϚʔ
    Τϯήʔδϝϯτ
    σʔλϕʔε ։ൃऀπʔϧ ΤϯυϢʔβ
    ίϯϐϡʔςΟϯά
    ϑϩϯτΤϯυ8FC
    ϞόΠϧ
    (BNF5FDI
    *P5
    ػցֶश
    Ϛωδϝϯτͱ
    Ψόφϯε
    ϝσΟΞαʔϏε
    Ҡߦͱసૹ
    ωοτϫʔΫͱ
    ίϯςϯπ഑৴
    ྔࢠςΫϊϩδʔ
    ϩϘοτ޻ֶ ਓ޻Ӵ੕
    ηΩϡϦςΟɺ
    ΞΠσϯςΟςΟɺ
    ίϯϓϥΠΞϯε
    ετϨʔδ 73"3

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  25. ୅දతͳαʔϏε
    "NB[PO&$
    "NB[PO4
    "NB[PO3%4
    "NB[PO$MPVE8BUDI
    "NB[PO71$
    "84*".
    "84-BNCEB
    "NB[PO3FETIJGU "NB[PO4/4
    ୅දతͳԾ૝αʔόαʔ
    Ϗε
    "84αʔϏεؒͷೝূɾ
    ೝՄΛ؅ཧ
    αʔόʔϨείϯϐϡʔ
    ςΟϯάαʔϏε
    σʔλ଱ٱੑ͕ඇৗʹߴ
    ͍ɺΦϒδΣΫτετ
    ϨʔδαʔϏε
    ୅දతͳ0443%#ʗ঎༻
    3%#͕ར༻ՄೳͳɺϦ
    Ϩʔγϣφϧσʔλϕʔε
    αʔϏε
    ϓϥΠϕʔτωοτϫʔ
    ΫۭؒΛߏங
    ߴੑೳͳσʔλ΢ΣΞϋ
    ΢εαʔϏε
    "84ͷϩάΛ؅ཧ
    ϝοηʔδ௨஌αʔϏε

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  26. ߏ੒ྫ 8FCΞϓϦ

    ૚ͷ8FC%#ߏ੒
    w Ϛϧν";ߏ੒ͰɺՄ༻ੑΛߴΊΔ
    w "-#Ͱෛՙ෼ࢄ
    w %#͸ΞΫςΟϒʗελϯόΠߏ੒
    w όοΫΞοϓετϨʔδ΋༻ҙ

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  27. ߏ੒ྫ 8FCΞϓϦͷςετ༻్

    ૚ͷ8FC%#ߏ੒
    w γϯάϧ";ߏ੒Ͱɺඅ༻Λ཈͑Δ
    w αʔόͷੑೳ͸߇͑Ί
    w όοΫΞοϓετϨʔδ΋ෆཁʹͨ͠

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  28. ߏ੒ྫ Մ༻ੑΛߴΊΔ

    ૚ͷ8FC%#ߏ੒
    w Ϛϧν";ߏ੒"VUP4DBMJOHͰɺΞΫη
    ε͕૿͑ͨΒ8FCαʔόΛಈతʹ૿΍͢
    w %#͸γϯάϧϚελϦʔυϨϓϦΧߏ

    w $%/Λઃஔͯ͠ɺ੩తίϯςϯπ͸഑৴༻
    ετϨʔδ͔Βࢀর
    w 8"'Λઃஔͯ͠ɺѱҙͷ͋Δ߈ܸ͔ΒकΔ

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  29. ੹೚ڞ༗Ϟσϧ
    "84ͷηΩϡϦςΟͷجຊతͳߟ͑ํ
    w ར༻ऀΫϥ΢υ಺ͷηΩϡϦςΟʹ੹೚Λ࣋ͬ
    ͯରԠ͢Δ
    w ར༻͢ΔαʔϏεʹΑͬͯ੹೚ൣғ͕ҟͳΔ
    w "84Ϋϥ΢υج൫ͷηΩϡϦςΟʹ੹೚Λ
    ࣋ͬͯରԠ͢Δ
    IUUQTBXTBNB[PODPNKQDPNQMJBODFTIBSFESFTQPOTJCJMJUZNPEFM

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  30. ΦϯϓϨϛε&$ϛυϧ΢ΣΞϚωʔδυαʔϏε
    ిݯɾωοτϫʔΫ
    ϥοΫಋೖ؅ཧ
    αʔόʔϝϯςφϯε
    04ͷಋೖ
    04ͷύονద༻
    ϛυϧ΢ΣΞͷಋೖ
    ϛυϧ΢ΣΞͷύονద༻
    όοΫΞοϓ
    Մ༻ੑ
    εέʔϥϏϦςΟ
    ΞϓϦ͔Βͷར༻
    ΦϯϓϨϛε
    ిݯɾωοτϫʔΫ
    ϥοΫಋೖ؅ཧ
    αʔόʔϝϯςφϯε
    04ͷಋೖ
    04ͷύονద༻
    ϛυϧ΢ΣΞͷಋೖ
    ϛυϧ΢ΣΞͷύονద༻
    όοΫΞοϓ
    Մ༻ੑ
    εέʔϥϏϦςΟ
    ΞϓϦ͔Βͷར༻
    ϛυϧ΢ΣΞ on EC2
    ిݯɾωοτϫʔΫ
    ϥοΫಋೖ؅ཧ
    αʔόʔϝϯςφϯε
    04ͷಋೖ
    04ͷύονద༻
    ϛυϧ΢ΣΞͷಋೖ
    ϛυϧ΢ΣΞͷύονద༻
    όοΫΞοϓ
    Մ༻ੑ
    εέʔϥϏϦςΟ
    ΞϓϦ͔Βͷར༻
    ϚωʔδυαʔϏε


    (Amazon RDS ౳)
    ར༻ऀ͕୲౰͢Δ࡞ۀ "84͕ఏڙ͢Δػೳ

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  31. "84αʔϏεͷ׆༻ํ๏
    "84ͱ͸Կ͔ʁ
    "84ͷΠϯϑϥετϥΫνϟ
    Φεεϝͷ"84ͷ࢖͍ํ
    "84ͷ୅දతͳαʔϏε
    "84αʔϏεͷ׆༻ํ๏
    wαʔόʔϨε
    w*P5
    wσʔλ෼ੳ
    wػցֶश
    "84ͷ࢝Ίํ

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  32. αʔϏεͷ׆༻ํ๏
    αʔόʔϨε

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  33. αʔόʔϨε
    αʔόʔϨεͷಛ௃
    αʔόʔΛҙࣝ͢Δ
    ඞཁ͕ͳ͍
    ൃੜΠϕϯτʹԠͯ͡
    ࣗಈεέʔϧ
    ࣮ߦ୯ҐͰ՝ۚ

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  34. "84-BNCEB
    αʔόʔϨείϯϐϡʔςΟϯάαʔϏε
    w ೥݄ఏڙ։࢝
    w ΞϓϦέʔγϣϯίʔυͷؔ਺Λઃఆ͠ɺΠϕϯτൃੜ࣌ʹࣗಈىಈ
    w අ༻͸ҎԼͰൃੜɻඇৗʹ҆Ձɻ
    㾎 ࣮ߦճ਺݄ສճ·Ͱແྉ
    㾎 ࣮ߦ݄࣌ؒສ(#ඵ·Ͱແྉ

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  35. Πϕϯτۦಈ
    "84-BNCEBͷؔ਺ʢϓϩάϥϜʣ͸ɺΠϕϯτ͕ൃੜͨ͠Βىಈ͢Δ
    w 4όέοτʹϑΝΠϧΛอଘͨ͠Βˠ-BNCEBؔ਺ىಈ
    w ͋Δಛఆͷ࣌ؒʹͳͬͨΒˠ-BNCEBؔ਺ىಈ
    w ͋Δಛఆͷ63-ͰʮIFMMPʯʹΞΫηεͨ͠Βˠ-BNCEBؔ਺ىಈ
    w &$͕"VUP4DBMJOHͰΠϯελϯε૿Ճͨ͠Βˠ-BNCEBؔ਺ىಈ

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  36. ࢖༻ྫ
    4όέοτʹը૾ϑΝΠϧΛอଘͨ͠Βɺ-BNCEBͰαϜωΠϧը૾Λੜ੒

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  37. ࢖༻ྫ
    ࢮ׆؂ࢹ8FCαΠτʹΞΫηεͰ͖ͳ͘ͳͬͨΒɺαΠτ؅ཧऀ΁௨஌

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  38. αʔϏεͷ׆༻ํ๏
    IoT

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  39. "84*P5αʔϏε
    *P5σόΠεͱ"84Ϋϥ΢υͱͷ઀ଓͱίϯτϩʔϧ
    w "84*P5$PSF
    w *P5σόΠεͱ"84Ϋϥ΢υͱ҆શʹ઀ଓ
    w "84*P5%FGFOEFS
    w *P5ઃఆ͕ηΩϡϦςΟͷϕετϓϥΫςΟε͔Βҳ୤͍ͯ͠ͳ͍͔֬ೝ
    w "84*P5%FWJDF.BOBHFNFOU
    w *P5σόΠεొ࿥ɾϞχλϦϯάɾϦϞʔτ؅ཧ

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  40. "84*P5αʔϏε
    ෼ੳαʔϏε
    w "84*P5"OBMZUJDT
    w *P5σʔλͷ෼ੳ
    w "84*P54JUF8JTF
    w ࢈ۀػثσʔλͷऩूɾ੔ཧɾ෼ੳ
    w "84*P5&WFOUT
    w *P5ηϯαʔ΍ΞϓϦέʔγϣϯͷΠϕ
    ϯτΛݕग़ͯ͠ରԠ
    w "84*P55IJOHT(SBQI
    w ࢹ֮తʹ*P5ΞϓϦέʔγϣϯΛߏங

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  41. "84*P5αʔϏε
    σόΠειϑτ΢ΣΞ
    w 'SFF3504
    w ϚΠΫϩίϯτϩʔϥ༻ͷ04
    w "84*P5(SFFOHSBTT
    w σόΠε্Ͱ҆શʹ࣮ߦ
    w ϩʔΧϧίϯϐϡʔςΟϯάɺϝοηʔδϯάɺσʔλΩϟογϡɺσʔλಉظɺػ
    ցֶशਪ࿦

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  42. ࢖༻ྫ
    *P5σόΠεͷঢ়ଶΛݕ஌͠ɺҟৗ͕͋ͬͨΒ௨஌

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  43. ଞͷํ๏͸ʁ
    ଞͷํ๏͸ͳ͍͔ʁ

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  44. "84*P5#VUUPO
    ϘλϯΛΫϦοΫ͢Δͱ-BNCEBؔ਺͕ಈ࡞͢ΔσόΠε
    w 403"$0.-5&.#VUUPO
    w 403"$0.͕ൢച͢ΔɺϞόΠϧσʔλ௨৴Ͱ઀ଓ͢ΔϘλϯ
    w "84*P5&OUFSQSJTF#VUUPO
    w ݱࡏൢച͸ऴ͍ྃͯ͠Δ

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  45. "NB[PO&DIPγϦʔζ
    εϚʔτεϐʔΧʔΛ࢖ͬͯɺԻ੠Ͱ੍ޚ
    w "MFYBεΩϧΛ"84-BNCEBͰ࡞੒ɾ࣮ߦ
    㾎 Ի੠Ͱ੍ޚ͢Δ

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  46. αʔϏεͷ׆༻ํ๏
    σʔλ෼ੳ

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  47. σʔλ෼ੳʹ͓͚Δ֤छαʔϏε

    View full-size slide

  48. "NB[PO4ʹσʔλΛ஝ੵ
    ༰ྔແ੍ݶͷΦϒδΣΫτετϨʔδʹɺߏ଄ܕʗඇߏ଄ܕσʔλΛ֨ೲ
    w "NB[PO4ͷಛ௃
    w ༰ྔແ੍ݶ
    w ͭͷϑΝΠϧ͸࠷େ5#·Ͱ
    w σʔλ଱ٱੑ ΠϨϒϯφΠϯ

    w ҆Ձ
    w ౦ژϦʔδϣϯͰ64%(#݄ ໿ԁ

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  49. σʔλͷՃ޻ʗ෼ੳ
    Ճ޻ɾ෼ੳʹ࢖͑ΔαʔϏε
    w "84(MVF
    w σʔλͷՃ޻ʗσʔλΧλϩά࡞੒
    w "NB[PO"UIFOB
    w 4ʹ͋Δߏ଄Խσʔλʹ௚઀42-ΫΤϦ
    Λ͔͚ͯ෼ੳ
    w "NB[PO&.3
    w "QBDIF4QBSL౳Λ࢖ͬͯɺϏοάσʔ
    λ෼ੳ
    w "NB[PO3FETIJGU
    w σʔλ΢ΣΞϋ΢εαʔϏε
    w "NB[PO&MBTUJDTFBSDI4FSWJDF
    w χΞϦΞϧλΠϜ෼ੳɺμογϡϘʔυ
    w "NB[PO2VJDL4JHIU
    w #*αʔϏε

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  50. σʔλͷՃ޻ʗ෼ੳʹ-BNCEB
    σʔλ͕ͦ͜·Ͱେ͖͘ͳ͚Ε͹ɺ-BNCEBͰՃ޻ʗ෼ੳ΋Մೳ

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  51. αʔϏεͷ׆༻ํ๏
    ػցֶश

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  52. ػցֶश
    େ͖͘෼͚ͯछྨ
    w "*αʔϏε
    w σʔλΛ༻ҙ͢Ε͹ɺαʔϏεʹσʔλΛಡΈࠐ·ͤͯ݁ՌΛฦͯ͘͠ΕΔ
    w .-αʔϏε
    w ػցֶशϓϩηεશମΛޮ཰Խ͢ΔͨΊͷϓϥοτϑΥʔϜ
    w .-ϑϨʔϜϫʔΫͱΠϯϑϥ
    w ػցֶशʹదͨ͠&$Ծ૝αʔόͰࣗࡏʹߏஙͯ͠ར༻

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  53. "*αʔϏε
    ػցֶशͷਂ͍஌ࣝͳ͠Ͱར༻Մೳ
    "NB[PO
    3FLPHOJUJPO
    "NB[PO
    1PMMZ
    "NB[PO
    5SBOTDSJCF
    "NB[PO
    5FYUSBDU
    "NB[PO
    5SBOTMBUF
    "NB[PO
    $PNQSFIFOE
    "NB[PO
    ,FOESB
    "NB[PO
    -FY
    Vision Speech Text Search
    Chatbot Personalize
    "NB[PO
    1FSTPOBMJ[F
    Forecasting
    "NB[PO
    'PSFDBTU
    Fraud
    "NB[PO
    'SBVE
    %FUFDUPS

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  54. "NB[PO-PPLPVU
    ੡଄ۀ޲͚ʹΧελϚΠζ͞ΕͨϞσϧΛɺػցֶशͷਂ͍஌ࣝͳ͠Ͱར༻Մೳ
    w "NB[PO-PPLPVUGPS7JTJPO
    w ը૾෼ྨΛ࢖༻ͯ͠ɺ੡඼ͷҟৗݕ஌Λߦ͏
    w "NB[PO-PPLPVUGPS&RVJQNFOU
    w ηϯαʔσʔλΛ෼ੳ͠ɺػցো֐ʹܨ͕ΔՄೳੑͷ͋Δૣظܯࠂͷ༧ஹΛݕ஌
    w "NB[PO-PPLPVUGPS.FUSJDT
    w Ϗδωε΍ӡ༻σʔλͷҟৗΛݕग़ɾ਍அ

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  55. ੜ੒"*αʔϏε
    "NB[PO#FESPDL
    w 71$಺͔ΒΠϯλʔωοτ΁ग़ͣʹར༻Մೳ
    w ༻ҙ͞ΕͨجװϞσϧͷத͔Βར༻Մೳ
    w "NB[PO5JUBO
    w "OUISPQJD$MBVEF
    w .FUB-MBNB
    w ೖྗ͞Εͨϓϩϯϓτσʔλ͸ɺجװϞσϧͷֶशʹ͸࢖ΘΕͳ͍͜ͱΛอো

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  56. "NB[PO2
    "84্Ͱ࢖͑Δੜ੒"*Ξγελϯτ
    w ઌि͔Βར༻։࢝ʢӳޠͷΈʣ
    w "84αʔϏεͷ࢖͍ํ͚ͩͰͳ͘ɺࠓޙ༷ʑͳ"84
    αʔϏεʹ૊Έࠐ·ΕΔ༧ఆ
    w ·ͩ೔ຊޠ࢖͑ͳ͍͕ɺࠓޙͷΞοϓσʔτʹظ଴

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  57. "NB[PO4BHF.BLFSΛத৺ͱͨ͠ɺػցֶशϓϥοτϑΥʔϜ
    w +VQZUFS/PUFCPPLͰ։ൃ
    w طଘͷϞσϧΛར༻Մೳ
    w ։ൃͨ͠ϞσϧΛݩʹɺֶश
    w (16Λ࢖༻ͯ͠෼ࢄֶश΋Մೳ
    w ֶशࡁϞσϧΛਪ࿦ΤϯυϙΠϯτʹσϓϩΠ
    w 3&45"1*Ͱਪ࿦݁ՌΛऔಘՄೳ
    .-αʔϏε

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  58. αʔϏεͷ׆༻ํ๏
    ͦͷ΄͔

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  59. ͦͷ΄͔ɺ%9౳ʹ࢖͑ͦ͏ͳαʔϏε
    "NB[PO)POFZ$PEF
    "NB[PO$POOFDU
    "NB[PO-JHIUTBJM
    ίʔυΛهड़ͤͣʹ
    8FCɾϞόΠϧΞϓϦΛ
    ߏங
    Ϋϥ΢υϕʔεͷίϯλ
    Ϋτηϯλʔ
    ΑΓखܰʹ࢖͑ΔɺԾ૝
    αʔόʔΛߏங
    "84"QQ3VOOFS
    ιʔείʔυ΍ίϯςφΠ
    ϝʔδΛݩʹ؆୯ʹ8FC
    ΞϓϦέʔγϣϯΛ࣮ߦՄ

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  60. Ϋϥεϝιουͷެ։ࣄྫ
    IUUQTDMBTTNFUIPEKQDBTFT

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  61. ໨࣍
    "84ͱ͸Կ͔ʁ
    "84ͷΠϯϑϥετϥΫνϟ
    %9Λߦ͏্Ͱߟྀ͍ͨ͠ɺ
    "84ͷ࢖͍ํ
    "84ͷ୅දతͳαʔϏε
    %9Ͱ࢖͑ΔαʔϏεͷ׆༻ํ๏
    wαʔόʔϨε
    w*P5
    wσʔλ෼ੳ
    wػցֶश
    "84ͷ࢝Ίํ

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  62. "84ͷ࢝Ίํ
    AWSΛֶͿʹ͸ʁ

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  63. "84ͷ࢝Ίํ ݸਓฤ

    w "84ΞΧ΢ϯτͷ࡞੒
    w ެࣜνϡʔτϦΞϧΛ΍ͬͯΈΔ
    w ΍ͬͯΈ͍ͨ͜ͱʹؔΘΓͦ͏ͳαʔϏεΛ৮ͬͯΈΔ
    w ஥ؒΛ୳͢

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  64. "84ΞΧ΢ϯτͷ࡞੒
    ࣮ࡍʹ࢖͍࢝ΊΔʹ͸ɺ"84ΞΧ΢ϯτ͕ඞཁʹͳΓ·͢
    IUUQTBXTBNB[PODPNKQSFHJTUFS
    fl
    PX

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  65. ެࣜνϡʔτϦΞϧ
    νϡʔτϦΞϧΛࢀߟʹͯ͠ɺ"84Λ৮ͬͯΈ·͠ΐ͏
    IUUQTBXTBNB[PODPNKQHFUUJOHTUBSUFEIBOETPO

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  66. ެࣜνϡʔτϦΞϧ
    ॳ৺ऀ޲͚ϋϯζΦϯ΋༻ҙ͞Ε͍ͯ·͢
    IUUQTBXTBNB[PODPNKQBXTKQJOUSPEVDUJPOBXTKQXFCJOBSIBOETPO

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  67. "84ͷ࢝Ίํ ૊৫ฤ

    w "84Λઌಋ͢ΔࣾһΛ਺ਓϐοΫΞοϓ͢Δ
    w "84Λগͣͭ͠৮ͬͯΈΔ
    w খ͞ͳͱ͜Ζ͔Βద༻ͯ͠ΈΔ
    w ύʔτφʔͷྗΛआΓΔ

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  68. খ࢝͘͞Ίͯɺগͣͭ͠લਐ
    ໨ඪ͸ߴͯ͘΋ɺগͣͭ͠ਐΊͳ͍ͱ౸ୡͰ͖ͳ͍
    ໨ࢦ͍ͯ͠Δ
    ͱ͜Ζ
    ݱঢ়͸·ͩ
    ͜ͷลΓ
    σʔλͷੜ੒
    σʔλͷ
    ऩूɾอଘ
    σʔλͷ෼ੳ σʔλͷಎ࡯ σʔλͷ༧ଌ

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  69. ࠔͬͨ࣌ͷखॿ͚
    w "84͸೔ຊޠͷهࣄ͕๛෋
    w Ϣʔβձ͕׆ൃ
    w "84ओ࠵ηϛφʔ͕ଟ͘։࠵
    w ύʔτφʔاۀ΋ଟ͍

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  70. "84ͷϢʔβձʹࢀՃͯ͠ΈΑ͏

    View full-size slide

  71. "84ηϛφʔ
    "84ͷηϛφʔɾΠϕϯτ͕ఆظతʹ։࠵͞Ε͍ͯ·͢
    IUUQTBXTBNB[PODPNKQBCPVUBXTFWFOUT

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  72. "84ύʔτφʔ
    "84ͷύʔτφʔΛݕࡧՄೳ
    IUUQTQBSUOFSTBNB[POBXTDPNKQ

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  73. Ϋϥεϝιουϝϯόʔζ
    "84ͷ૯߹ࢧԉ΍"84ΞΧ΢ϯτൃߦɾ"84ར༻ྉ੥ٻ୅ߦ΋Մೳ
    IUUQTDMBTTNFUIPEKQBXTTFSWJDFTNFNCFST

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  74. ·ͱΊ
    খ࢝͘͞Ί·͠ΐ͏
    τϥΠΞϯυΤϥʔΛ܁Γฦ͠·͠ΐ͏
    AWSΛ׆༻ͯ͠ɺDXΛগͣͭ͠ਐΊ͍͖ͯ·͠ΐ͏

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