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

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"84ͷ֤छαʔϏε঺հͱ׆༻ํ๏ "*ɾ.-׆༻σϞΛަ͑ͯ Ϋϥεϝιουגࣜձࣾɹּݪ޺ !৽ׁݝ޻ۀٕज़૯߹ݚڀॴதӽٕज़ࢧԉηϯλʔ

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

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

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

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

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

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

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"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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ϦʔδϣϯͱΞϕΠϥϏϦςΟκʔϯ ";

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

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

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

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

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"84͕ఏڙ͢ΔαʔϏε܈ AWS͸৭ʑͳαʔϏεΛ ఏڙ͍ͯ͠·͢

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"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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୅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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ߏ੒ྫ 8FCΞϓϦ ૚ͷ8FC%#ߏ੒ w Ϛϧν";ߏ੒ͰɺՄ༻ੑΛߴΊΔ w "-#Ͱෛՙ෼ࢄ w %#͸ΞΫςΟϒʗελϯόΠߏ੒ w όοΫΞοϓετϨʔδ΋༻ҙ

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ߏ੒ྫ 8FCΞϓϦͷςετ༻్ ૚ͷ8FC%#ߏ੒ w γϯάϧ";ߏ੒Ͱɺඅ༻Λ཈͑Δ w αʔόͷੑೳ͸߇͑Ί w όοΫΞοϓετϨʔδ΋ෆཁʹͨ͠

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ߏ੒ྫ Մ༻ੑΛߴΊΔ ૚ͷ8FC%#ߏ੒ w Ϛϧν";ߏ੒"VUP4DBMJOHͰɺΞΫη ε͕૿͑ͨΒ8FCαʔόΛಈతʹ૿΍͢ w %#͸γϯάϧϚελϦʔυϨϓϦΧߏ ੒ w $%/Λઃஔͯ͠ɺ੩తίϯςϯπ͸഑৴༻ ετϨʔδ͔Βࢀর w 8"'Λઃஔͯ͠ɺѱҙͷ͋Δ߈ܸ͔ΒकΔ

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

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αʔϏεͷ׆༻ํ๏ αʔόʔϨε

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αʔόʔϨε αʔόʔϨεͷಛ௃ αʔόʔΛҙࣝ͢Δ ඞཁ͕ͳ͍ ൃੜΠϕϯτʹԠͯ͡ ࣗಈεέʔϧ ࣮ߦ୯ҐͰ՝ۚ

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

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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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࢖༻ྫ 4όέοτʹը૾ϑΝΠϧΛอଘͨ͠Βɺ-BNCEBͰαϜωΠϧը૾Λੜ੒

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࢖༻ྫ ࢮ׆؂ࢹ8FCαΠτʹΞΫηεͰ͖ͳ͘ͳͬͨΒɺαΠτ؅ཧऀ΁௨஌

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αʔϏεͷ׆༻ํ๏ IoT

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

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࢖༻ྫ *P5σόΠεͷঢ়ଶΛݕ஌͠ɺҟৗ͕͋ͬͨΒ௨஌

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ଞͷํ๏͸ʁ ଞͷํ๏͸ͳ͍͔ʁ

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

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αʔϏεͷ׆༻ํ๏ σʔλ෼ੳ

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σʔλ෼ੳʹ͓͚Δ֤छαʔϏε

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

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αʔϏεͷ׆༻ํ๏ ػցֶश

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

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

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"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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αʔϏεͷ׆༻ํ๏ ͦͷ΄͔

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ͦ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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Ϋϥεϝιουͷެ։ࣄྫ IUUQTDMBTTNFUIPEKQDBTFT

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

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"84ͷ࢝Ίํ AWSΛֶͿʹ͸ʁ

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

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

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ެࣜνϡʔτϦΞϧ νϡʔτϦΞϧΛࢀߟʹͯ͠ɺ"84Λ৮ͬͯΈ·͠ΐ͏ IUUQTBXTBNB[PODPNKQHFUUJOHTUBSUFEIBOETPO

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

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"84ͷ࢝Ίํ ૊৫ฤ w "84Λઌಋ͢ΔࣾһΛ਺ਓϐοΫΞοϓ͢Δ w "84Λগͣͭ͠৮ͬͯΈΔ w খ͞ͳͱ͜Ζ͔Βద༻ͯ͠ΈΔ w ύʔτφʔͷྗΛआΓΔ

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

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

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"84ͷϢʔβձʹࢀՃͯ͠ΈΑ͏

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

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"84ύʔτφʔ "84ͷύʔτφʔΛݕࡧՄೳ IUUQTQBSUOFSTBNB[POBXTDPNKQ

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

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

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