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© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. In Partnership with AWS IoT & Amazon SageMakerΛ࢖ͬͨ ڕ܈৯ཉղੳγεςϜͷ࣮ݱ ࠤ౻ ਅ ΢ϛτϩϯגࣜձࣾ D - 3

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install Sustainable Aquaculture on Earth ࣋ଓՄೳͳਫ࢈ཆ৩Λ஍ٿʹ࣮૷͢Δ 2

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2050೥ʹ͸100ԯਓͷਓʑ͕ੜ͖ɺ ࢲͨͪͷ੨͍࿭੕ʮ஍ٿʯͰਐԽΛ ଓ͚·͢ɻ 3

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஍ٿͷ70ˋ͸ւʹ෴ΘΕ͍ͯ·͕͢ ͦͷ΄ͱΜͲ͕ ·ͩར༻͞Ε͍ͯ·ͤΜɻ 4

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UMITRONͷ࢖໋͸ɺ஍ٿʹ࣋ଓՄ ೳͳਫ࢈ཆ৩Λ࣮૷͠ɺཆ৩Λ࣍ ੈ୅ͷ৯ྐੜ࢈ํ๏ʹҠߦͤ͞Δ ͜ͱͰ͢ 5

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ਫ࢈ཆ৩͸ΞδΞΛத৺ͱͨ͠λϯύΫधཁͱ
 தؒॴಘ૚૿ՃʹΑΓٸ੒௕Λଓ͚͍ͯΔ Aquaculture Capture fisheries • ਓޱ૿Ճͱதؒॴಘ૚૿ՃʹΑΓಈ෺ੑλϯύΫͷधཁ͕ٸ૿ • ੈքͷړۀɾཆ৩ۀࣄۀऀͷ85%͕ΞδΞ஍Ҭʹଘࡏ • ۙ೥͸ཆ৩ۀͰͷޏ༻ͷ৳ͼ͕ݦஶͰΞδΞ஍ҬͰ1100ສਓ͕ཆ ৩ۀʹैࣄ million 6

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ਫ࢈ཆ৩͸࠷΋কདྷੑͷߴ͍৯ྐੜ࢈ํ๏ͷҰͭͰ͋ΓɺԊ؛ւҬΛ ׆༻͢Δ͜ͱͰݱࡏͷੈքͷਫ࢈෺ফඅྔͷ100ഒΛੜ࢈Մೳ Rebecca R. Gentry, et. al., Mapping the global potential for marine aquaculture, Nature Ecology & Evolution volume 1, pages1317– 1324 (2017) 7

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ࣂͷݪྉͰ͋ΔڕคͷՁ֨͸15೥Ͱ3ഒʹߴಅ͠ ࣂྉίετ͸૯ੜ࢈ίετͷ50ˋΛ઎ΊΔ 10

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IoTͱػցֶशΛ༻͍ͨࣗಈڅ㕒ث

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ԕִ͔Βͷڅ㕒੍ޚͱσʔλͷ஝ੵ ϞχλϦϯά ԕִڅ㕒੍ޚ ੜҭ؅ཧ σʔλ஝ੵ 13

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© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. In Partnership with ͳͥڕ܈ͷ৯ཉΛղੳ͢Δ͔

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څ㕒ΛςΫϊϩδʔͰޮ཰Խ͢Δ ● ڕͷઁ㕒ߦಈ͔Βແବ㕒ͷݕ஌ͱ࡟ݮ ○ ڕͷઁ㕒ߦಈͷϞσϧԽ ● ਓखͷ੍໿Λड͚ͳ͍ڕͷੜҭʹద౰ͳڅ㕒 ○ ೔ʑมΘΔڕͷ৯ཉʹରͯ͠ద౰ͳྔɾλΠϛϯάͰͷڅ㕒Λ࣮ݱ ແବ㕒࡟ݮʹΑΔࣂྉίετͷޮ཰Խ
 څ㕒ޮ཰΍੒௕ޮ཰ͷͨΊͷڅ㕒੍ޚ 15

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ڕ܈৯ཉղੳ ৯΂ͯͳ͍ͱ͖͸ແବͳ㕒Λग़͞ͳ͍ɺΑ͘৯΂͍ͯΔͱ͖͸৯Θͤ͜ΉͳͲɺ 㕒Λ΍ͬͨͱ͖ͷڕͷ৯ཉʹԠͯ͡څ㕒ͷઃఆ΍ӡ༻Λม͑Δ • λΠϚʔͩͱಈతͳௐ੔͸Ͱ͖ͳ͍ • ڕͷ༷ࢠΛϞχλϦϯά͠ͳ͕ΒదٓϦϞʔτͰௐઅ͸େม • څ㕒ʹର͢ΔධՁΛ͚ͭͯɺධՁʹԠͯࣗ͡ಈతͳڅ㕒ͷύλʔϯઃఆͰ͖ΔΑ͏ʹ͍ͨ͠ FAI (Fish Appetite Index, ڕ܈৯ཉࢦ਺)ͷ։ൃ 16

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© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. In Partnership with ڕ܈৯ཉղੳʙFAIͷ։ൃ

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FAI~Fish Appetite Index~ڕ܈৯ཉࢦ਺ͱ͸ ϢʔβͰ͋Δڕྨཆ৩ࣄۀʹ͓͚Δੜ࢈ऀ͸ɺܦݧతʹ㕒Λ΍ͬͨͱ͖ͷڕ܈ͷ ൓ԠͳͲͷઁ㕒ߦಈ΍㕒ͷ࢒Γ۩߹ͳͲઁ㕒ߦಈͷ݁ՌΛݟͯɺ͓ෲ͕ݮ͍ͬͯ ͦ͏͔֬ೝ͍ͯ͠Δɻ͜ΕΛද͢Ϟσϧɾࢦ਺Λ։ൃɻ ڕ܈ͷ৯ཉΛࣔ͢ࢦ਺ FAI Λ։ൃ
 WebαʔϏεɾΞϓϦΛ௨ͯ͡Ϣʔβʹ༷ʑͳܗͰఏڙ 18

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αʔϏεʹ͓͚ΔFAIͷྫ 19

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© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. In Partnership with AWSͰFAIͷ։ൃΛͲͷΑ͏ʹ࣮ݱ͔ͨ͠

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FAIͷ։ൃํ਑ cf. https://developers.google.com/machine-learning/guides/rules-of-ml ղੳ͔ΒαʔϏε΁ͷ ύΠϓϥΠϯΛͭ͘Δ Ϣʔβ͔Β ϑΟʔυόοΫΛಘΔ Ϟσϧ͸ γϯϓϧʹ͢Δ • ղੳͷ݁ՌΛΞϓϦͳͲͷαʔ ϏεͰఏࣔͨ͠Γར༻Ͱ͖ͨΓ ͢Δ࢓૊ΈΛߏங • վળαΠΫϧΛૉૣ͘ճͨ͢ Ίɻͨͱ͑͹ɺϘτϧωοΫ͕ ԿʹͳΔ͔ΛૣΊʹ֬ೝͰ͖Δ • ղੳ͚ͩ΍ͬͯऴΘΒͤͳ͍ • ৽͍͠ػೳͳͷͰԿΛग़ͨ͠Β ਖ਼ղͳͷ͔͸Θ͔Βͳ͍ • ϦϦʔε࣮ͯ͠ࡍʹ࢖ͬͯ΋ ΒͬͯΘ͔Δ͜ͱ͕ଟ͍ • ʢॳظͷϞσϧ͸ಛʹʣվળ͠ ͍ͯ͘͜ͱΛલఏͱ͢Δ • ෳࡶʹͳ͍ͬͯ͘ͱอकੑ͕Լ ͕͍ͬͯ͘ͷͰৗʹ஫ҙ͢Δ 21

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ॳظͷFAIͷํ਑ ● څ㕒ثʹઃஔͨ͠ΧϝϥͰࡱӨͰ͖ΔಈըΛ஝͍͑ͯͨ ● Ϣʔβ: ੜ࢈ऀ͕څ㕒ͷ༷ࢠΛޙ͔ΒৼΓฦΔ ● UMITRON: σόΠεઃஔޙʹσʔλ͕ू·Δ ● ҎԼͷํ਑ͰղੳΛ։࢝ ● ղੳ͔ΒαʔϏε΁ͷύΠϓϥΠϯ: αʔόαΠυͰ׬݁ ● Ϟσϧ: ώϡʔϦεςΟοΫɻಈը͔Β৯ཉΛද͢ಛ௃ྔΛநग़ɺϧʔϧ ϕʔεͰείΞΛఆٛ 22

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ॳظͷFAIਪ࿦ͷύΠϓϥΠϯ 1. σόΠε͔ΒಈըΛS3ʹૹ৴ 2. ղੳ༻ͷαʔόʹૹͬͯFAIΛܭࢉ 3. WebͰ݁ՌΛදࣔ 23

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ॳظFAIͷ՝୊ Ϣʔβ͸WebͰFAIΛӾཡՄೳʹɻFAIʹର͢ΔϙδςΟϒͳධՁ͸ಘΒΕͨɻ ҰํͰ՝୊΋ݟ͔ͭͬͨɻ ● FAIͷਫ਼౓Λ্͍͛ͨ → ϧʔϧϕʔεͩͱෳࡶԽ͍͖ͯͦ͠͏ͳͷͰػցֶशΛ࢖͏ → ಈըҎ֎ͷಛ௃ྔ΋௥Ճͨ͠΄͏͕ྑͦ͞͏ ● FAIΛ࢖ͬͨڅ㕒ͷ੍ޚΛ͍ͨ͠ → FAIΛಘΒΕΔ·Ͱͷ࣌ؒͷ୹ॖ͢Δඞཁ͋ΓɻΤοδ΋׆༻͢΂͖ 24

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● ϦΞϧλΠϜͳ૒ํ޲௨৴ ○ IoTσόΠε͔Βͷσʔλऔಘ ○ ԕִ͔ΒσόΠεͷૢ࡞ ● ༸্Ͱͷಠཱɾ҆ఆͨ͠Քಇ ○ ిݯ͸ଠཅޫͷΈ ○ Ϣʔβ΋IoTσόΠεͷۙ͘ʹ͍ͭ΋͍ΔΘ͚Ͱ͸ͳ͍ɾ͙͢ߦ͚ΔΘ͚Ͱ͸ͳ͍ ● σόΠεΛઃஔ͔ͯ͠Β΋༰қʹվળΛଓ͚ΒΕΔ ○ ઃஔ͔ͯ͠ΒॳΊͯ෼͔Δ՝୊ʹ΋ରԠͰ͖Δ ■ ͞·͟·ͳࣗવ؀ڥ ■ ڕͷੜҭσʔλ →AWS IoTΛج൫ʹ࠾༻ɻղੳ΋͜ͷ࢓૊ͷ্Ͱಈ͔͢ɻ IoTγεςϜʹΑΔػೳͱσϓϩΠ؀ڥ 25

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ΤοδͰͷղੳʹٻΊΒΕΔ͜ͱ ݫ͍͠σόΠεͷ؀ڥͰɺղੳػೳ͕څ㕒ɾϞχλϦϯάͳͲϢʔβͷૢ࡞Λअ ຐ͠ͳ͍Α͏ʹ͢ΔɻͦΕ·Ͱͷӡ༻࣮੷Λߟྀ͢Δɻ ղੳͰෛՙͷ͔͔Γ͗͢ΔॲཧΛ͠ͳ͍ σʔλͷ΍ΓऔΓ͸ͳΔ΂ܰ͘͘͢Δ ݶΒΕͨ ܭࢉػࢿݯ ݶΒΕͨిྗ աࠅͳ೤؀ڥ ෆ҆ఆͳ ωοτϫʔΫ 26

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ݱߦͷFAIͷํ਑ ● ҆ఆӡ༻ʹ޲͚ͯɺ༸্Ͱͷӡ༻ܦݧΛஷΊͭͭɺجຊతͳػೳʹӨڹΛٴ ΅͞ͳ͍Α͏ʹɺॲཧΛαʔό͔ΒΤοδʹঃʑʹҠߦɻ ● ΤοδͱαʔόͷϋΠϒϦου ● Τοδ: ಈըͷಛ௃ྔநग़ ● ෛՙͷখ͍͞ը૾ॲཧͷΈΤοδͰߦ͏ ● αʔό: ಈըҎ֎͔ΒಘΒΕΔಛ௃ྔ௥ՃͱFAIਪ࿦ ● ӡ༻͕҆ఆ͢Δ·Ͱಛ௃ྔɾϞσϧͷࡉ͔͍ΞοϓσʔτΛߦ͏ 27

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ݱߦͷਪ࿦ύΠϓϥΠϯ 1. ΤοδσόΠεͰಈըಛ௃ྔΛܭࢉ͠ɺಛ௃ྔΛ MQTTτϐοΫʹύϒϦογϡ 2.IoTϧʔϧΞΫγϣϯʹΑΓҎԼʹૹ৴ ○ S3: SageMakerͰͷֶश༻σʔλ ○ DynamoDB: ਪ࿦༻࣌ܥྻσʔλɻTTL͋Γɻ ○ SQS : ECSϫʔΧʔͷΩϡʔ 3. SQS͔ΒECSͷϫʔΧʔͰλεΫ࣮ߦ 4. DynamoDBɺRDS͔ΒೖྗσʔλΛऩू 5. SageMaker EndpointͰFAIΛਪ࿦ 6. ਪ࿦͞ΕͨFAIʹԠͯ͡ ○ ݁ՌͷཤྺΛWebͰදࣔ ○ SNSΛ௨ͯ͡Ϣʔβ΁ͷ௨஌ ○ IoTΛ௨ͯ͡څ㕒ૢ࡞ 28

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͜Ε͔ΒͷFAI ● ҆ఆӡ༻ͷ࣮ݱͷͨΊӡ༻࣮੷ΛஷΊͭͭɺ೉͍͠؀ڥʹରͯ͠ద༻Ͱ͖Δ Α͏ʹਐԽͤ͞Δ ● ΤοδଆͰղੳͷॲཧΛ׬݁ͤ͞ΔΞʔΩςΫνϟͷߏங΋༧ఆ ● ෭࣍తʹ؀ڥʹ߹ΘͤͯΞʔΩςΫνϟΛબ୒Ͱ͖ΔΑ͏ʹͳ͍ͬͯΔ ● શ͘ະ஌ͷ؀ڥͰͷղੳ͸ɺख࢝ΊʹώϡʔϦεςΟοΫΛ࢖ͬͨղੳΛ࣮૷ͯ͠Ϣʔβʹఏڙͯ͠ ΈΔͳͲ 29

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© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. In Partnership with UMITRONʹ͓͚ΔSageMaker

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UMITRONʹ͓͚ΔSageMakerͷར༻ ● Ξϊςʔγϣϯσʔλ͸ࣾ಺Ͱ։ൃͨ͠πʔϧͰ࡞੒ ● σʔληοτ࡞੒ʙӡ༻·ͰSageMakerʹཔ͍ͬͯΔ σʔληοτ ࡞੒ Ϟσϧ։ൃ Ϟσϧఆٛ τϨʔχϯά νϡʔχϯά σϓϩΠ ӡ༻ SageMakerͷػೳʹΑ࣮ͬͯݱ ಺੡πʔϧ 31

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● ෳࡶͳ؀ڥʹΑΔ։ൃͷ೉͠͞ ○ ֶश؀ڥ͕౷Ұ͞Ε͍ͯͳ͍ ■ ϩʔΧϧPCͱAmazon EC2 spot instance ○ ܇࿅σʔλͷ؅ཧํ๏͕౷Ұ͞Ε͍ͯͳ͍ ○ σϑΝΫτͳߏ੒Ͱͳ͍ͨΊֶशίετ͕ߴ͍ ■ WebΤϯδχΞɺ৽ೖࣾһͷΩϟονΞοϓίετ ● ػցֶशαʔϏεͷΠϯϑϥӡ༻ͷ೉͠͞ ○ WebαʔϏεͷෛՙΛػցֶशαʔϏε͕ࡹ͚ͳ͍ ■ ػցֶशαʔϏεͷύϑΥʔϚϯε͕ϢʔβʹӨڹΛ༩͑Δ ■ ػցֶशΤϯδχΞ͚ͩΠϯϑϥӡ༻Ͱ͖ͳ͍ UMITRON͕SageMakerΛ࠾༻ͨ͠എܠ 32

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SageMakerΛػցֶशγεςϜͷج൫ʹ࠾༻ ● ϑϨʔϜϫʔΫͱͯ͠ͷAmazon SageMaker ○ ౷Ұ͞Εͨߏ੒ ○ ֶशίετΛAmazon SageMakerͷΈʹू໿ ○ WebΤϯδχΞɺ৽ೖࣾһ͕ΩϟονΞοϓ͠΍͍͢ ● ϑϧϚωʔδυͳΠϯϑϥ ○ Πϯϑϥӡ༻ίετͷ࡟ݮ ○ ػցֶशΤϯδχΞͰ΋ӡ༻Ͱ͖Δ ● WebαʔϏεͱػցֶशαʔϏεΛૄ݁߹ʹ͢Δ ○ Amazon SageMakerͷendpointͰ2ͭͷαʔϏεΛ݁߹ ○ Amazon SageMakerͷ஌͚ࣝͩͰޓ͍Λӡ༻Ͱ͖Δ 33

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SageMakerΛ࠾༻ͨ͠ޮՌ ● ։ൃ؀ڥͷ؆ૉԽ ○ ֶश؀ڥ͕౷Ұ ○ ඞཁͳΠϯϑϥ஌ࣝΛAmazon SageMakerʹू໿ ○ Amazon SageMaker͑͞Θ͔Ε͹୭Ͱ΋Θ͔Δ ○ ։ൃ؀ڥͰࣾ಺ಛ༗ͷ஌͕ࣝগͳ͍ ● εέʔϧ͕༰қ ○ Πϯϑϥӡ༻ίετ͕গͳ͍ ○ WebαʔϏε͕ड͚ΔӨڹ͕Amazon SageMakerͷύϑΥʔϚϯεͷΈʹݶఆ͞ΕΔ ○ ػցֶशΤϯδχΞ͚ͩͰΠϯϑϥΛεέʔϧͰ͖Δ 34

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νʔϜ։ൃͰSageMakerΛ࠾༻͢Δࡍ஫ҙͨ͜͠ͱ ● Ϟσϧ։ൃ͸ࣗ༝ʹ ● EDA΍Ϟσϧ։ൃͷࢼߦࡨޡʹؔͯ͠͸ݸਓຖʹGitϨϙδτϦ + ϊʔτϒοΫΠϯελϯεΛׂ౰ ● αʔϏε։ൃ͸ݫ֨ʹ ● ίʔυ؅ཧɺϨϏϡʔ ● ຊ൪ʹσϓϩΠ͢ΔϞσϧͷఆٛ ● τϨʔχϯάɾνϡʔχϯάɾσϓϩΠͷϓϩηε ● Ұ؏໋໊ͨ͠نଇɾ৔ॴ ● ϨϙδτϦɺσʔληοτɺϞσϧɺΤϯυϙΠϯτ… ● ϨϙδτϦɾϦιʔεͷ໊લɺσʔληοτɾϞσϧͷS3ͷBucket, Prefix 35

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ػցֶशͷύΠϓϥΠϯ ● σʔληοτ࡞੒ɺϞσϧఆٛɺτϨʔχϯάɾνϡʔχϯάɺσϓϩΠ·ͰίʔυͰ؅ཧ ● ϨϏϡʔͯ͠ɺ඼࣭Λอͭ ● UMITRONͷαʔϏεͱͯ͠ར༻͢ΔϞσϧ͸ҰͭͷGitHubͰ؅ཧ ● ଞͷϓϩμΫτͰ࢖͏ػցֶशʹؔ͢Δෳ਺ͷϞσϧ΋؅ཧ 36

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Ϟσϧ։ൃͷ؀ڥ ࣗ༝౓ͷߴ͘Ϟσϧ։ൃ΍EDAͷͰ͖Δ؀ڥͷඞཁੑ ● ଟ༷ͳόοΫάϥ΢ϯυΛ࣋ͭιϑτ΢ΣΞΤϯδχΞ͸
 ࣗ༝ʹղੳͰ͖Δ؀ڥͰྗΛൃش͢Δ ● FAIҎ֎ͷ։ൃ΋ߦ͍ͬͯΔ ● ղੳաఔ΍݁Ռ͸ڞ༗͢ΔΑ͏ʹ͍ͨ͠ SageMakerʹ͓͚ΔϞσϧ։ൃ؀ڥͷ४උ ● ղੳʹܞΘΔιϑτ΢ΣΞΤϯδχΞʹGitHubͰPlayground༻ͷ ϨϙδτϦΛ࡞੒ ● ϨϙδτϦΛNotebookΠϯελϯεʹඥ෇͚ ● ΞϓϦ΍ΤοδͰूΊΒΕͨσʔλΛݩʹEDA΍MLϞσϧࢼ࡞ ● ݁Ռ͸Notebook΍ίϯϑϧΤϯεͰڞ༗͢ΔͳͲ 37

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σʔληοτͷ࡞੒ ● σʔληοτͷ࡞੒͸ίʔυͰ؅ཧ ● S3 + Athena, RDS͔ΒσʔλΛऩूɺSageMakerͰར༻͢ΔͨΊͷద੾ͳܗࣜͰS3ʹอଘ͢Δ ● ࡞੒ͨ͠λΠϛϯάຖʹϑΥϧμΛ࡞ͬͯ഑ஔ ● Ұ౓࡞ͬͨΒमਖ਼͠ͳ͍ɻमਖ਼͍ͨ͠ͱ͖͸৽͘͠࡞Δ 38

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Ξϊςʔγϣϯσʔλ πʔϧΛWebʹ࣮૷͠ɺࣾ಺΍ΞϧόΠτ ͷํʹ͓ئ͍͍ͯ͠Δɻ໌֬ʹج४Λݴ ޠԽͰ͖ͨΒ֎෦αʔϏεͷར༻΋ݕ౼ FAIͷΞϊςʔγϣϯͷ೉͠͞ ● ੜ࢈ऀ͝ͱʹҟͳΔج४Ͱ͋Γɺͦ΋ͦ΋ʮਖ਼ ղʯΛఆٛ͢Δͷ͕೉͍͠ ● ੜ࢈ऀͷڠྗͷݩɺ΢ϛτϩϯͰڅ㕒Λ෼ੳɺࣾ ಺Ͱ஌ݟΛ஝ੵ͠ɺܗࣜ஌ԽΛਐΊ͍ͯΔ ࣾ಺Ξϊςʔγϣϯπʔϧ 39

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τϨʔχϯάɾνϡʔχϯάʙσϓϩΠ ● ఆٛ͞ΕͨϞσϧΛར༻ͯ͠τϨʔχϯάɾνϡʔχϯάʙσϓϩΠ ● ϑϩʔࣗମ͸่ͣ͞ʹɺ֤ϓϩηεͰ͸৽͍͠SageMakerͷػೳͳͲΛͲΜͲΜࢼ͢ ● StepFunctions͸AWS Step Functions Data Science SDK for Amazon SageMakerΛར༻͢ΔͳͲ ● σϓϩΠ͸ɺεςʔδϯάͷSageMakerΤϯυϙΠϯτ·Ͱग़ͯ͠ɺ৽ϞσϧͱچϞσϧͷൺֱɺ݁ՌΛBizνʔϜ ʹڞ༗ɺ֬ೝޙϓϩμΫγϣϯʹ൓ө 40

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Ϟσϧͷఆٛ ● FAIਪ࿦Ͱ͸SageMakerͷਪ࿦ύΠϓϥΠϯΛར༻͢ΔͳͲ ● ਪ࿦ύΠϓϥΠϯ: σʔλʹର͢Δਪ࿦ཁٻΛॲཧ͢Δෳ਺ͷίϯςφͷॱ൪Ͱߏ੒͞ΕΔ Amazon SageMaker Ϟσϧ ● ਪ࿦͸ੜͷςʔϒϧσʔλΛೖྗɻલॲཧ͸ਪ࿦ύΠϓϥΠϯͷ࠷ॳͷίϯςφͰߦ͏ɻ ● ར༻͢ΔଆͷWebαʔϏεΛγϯϓϧʹอͭͨΊɺಛ௃ྔΤϯδχΞϦϯάͷΑ͏ͳॲཧ͸SageMakerʹدͤΔ ● SageMaker૊ΈࠐΈϞσϧ΋׆༻ ● ଞͷϞσϧ΁ͷ੾Γସ͑΋༰қ 41

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·ͱΊ ● ڕ܈৯ཉࢦ਺FAIͷ։ൃ ● վળ଎౓Λղੳ͔ΒαʔϏε΁ͷύΠϓϥΠϯΛ࡞ΔɺϑΟʔυόοΫΛಘΔͨΊʹϢʔβʹग़͢ɺ ·ͣ͸γϯϓϧͳϞσϧͰӡ༻͢Δ ● ҆ఆӡ༻Λߦ͏ͨΊαʔό͔ΒΤοδʹղੳॲཧΛঃʑʹҠߦɻաࠅͳ༸্ͰՔಇͤ͞ΔσόΠε Ͱɺిྗɾ೤ɾωοτϫʔΫͳͲ੍໿ଟ͍ͨΊɺϢʔβૢ࡞΍څ㕒ػೳʹͳΔ΂͘Өڹ͠ͳ͍Α͏ʹ ӡ༻࣮੷ΛஷΊ͍ͯΔ ● FAI։ൃͷͨΊSageMakerͷUMITRONʹ͓͚Δࣄྫ঺հ ● SageMakerΛ࠾༻͠ɺղੳʹؔΘΔϓϩηεͷվળαΠΫϧΛՃ଎Խ ● Ϟσϧ։ൃ͸ࣗ༝ʹɺαʔϏε։ൃ͸ݫ֨ʹ 42

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