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AWS IoT と Amazon SageMaker で業務用冷凍庫の故障予知を実装 / [email protected] #14 IoT Heptagon Tachibana

AWS IoT と Amazon SageMaker で業務用冷凍庫の故障予知を実装 / [email protected] #14 IoT Heptagon Tachibana

[email protected] #14 IoT における AI /機械学習活用の取り組みで発表したスライドです。

https://pages.awscloud.com/20200916_1-Registrationpage-iotloft14.html

Takuya Tachibana

September 16, 2020
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  1. גࣜձࣾϔϓλΰϯ
    ཱՖ୓໵
    "84*P5ͱ"NB[PO4BHF.BLFSͰ
    ۀ຿༻ྫྷଂઃඋͷނো༧஌Λ࣮૷
    *P5!-PGU

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  2. ࣗݾ঺հ
    ཱՖ ୓໵ (36)
    ੨৿ݝੜ·Εઋ୆ܦ༝੨৿ݝࡏॅ݁ߏઋ୆
    גࣜձࣾϔϓλΰϯ୅දऔక໾
    JAWS-UG౦๺
    JAWS-UG2016શࠃ୅ද
    AWS Summit 2017 ι΢ϧ/๺ژ εϐʔΧʔ
    ʮޮՌతͳಋೖɾӡ༻ͷͨΊͷ Amazon Web Services׆༻ೖ໳ʯஶऀ
    ޷͖ͳAWSαʔϏεɿAWS IoT

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  3. ໊ࣾ גࣜձࣾϔϓλΰϯ IFQUBHPOJOD

    ཧ೦
    إΛ஌Βͳ͍ສਓͷ޾ͤΑΓ΋
    ࣗ෼ͨͪͷ਎ۙͳਓΛ޾ͤʹ
    ୅ද ཱՖ୓໵
    ڌ఺ ੨৿ݝࡾ୔ࢢɺٶ৓ݝઋ୆ࢢ
    ૑ۀ ೥݄̓
    ࣄۀ
    Ϋϥ΢υಋೖʹؔ͢ΔίϯαϧςΟϯά
    Ϋϥ΢υͷߏஙอकӡ༻
    Ϋϥ΢υωΠςΟϒͳ։ൃ
    ձࣾ֓ཁ
    ϕΨϧλઋ୆ϒϩϯζεϙϯαʔ

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  4. ׂҎ্͕౦๺ؔ࿈ͷҊ݅
    ࣾϓϩδΣΫτΛ௒͑Δ౦๺ͷϓϩδΣΫτΛΫϥ΢υͰՔಇ
    ձࣾ֓ཁ
    ౦๺ͷ͓٬༷

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  5. ੨৿ࢢʹ͋Δۀ຿༻ྫྷଂݿϝʔΧʔͱͯ͠શࠃ֤஍ʹઃඋͷೲೖϝϯςφϯε
    ੨৿ݝ੨৿ࢢ
    Ռ࣮༻ྫྷଂઃඋ

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  6. ϦϞʔτͰͷϝϯςφϯεγεςϜͷಋೖ͸ߴՁ
    Ն৔ʹނো͕ूத͢Δ
    ઃඋނোʹΑΔ৯඼ͷଛࣦ
    ՝୊
    ੨৿ݝ੨৿ࢢ
    ˠ"84্ʹ͜ΕΒͷ՝୊Λղܾ͢ΔͨΊͷ࢓૊ΈΛ։ൃ

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  7. શମߏ੒
    1-$
    ઃඋ 4PSBDPN
    ϦϞʔτ͔Βͷϝϯςφϯε
    ઃඋͷঢ়ଶͷՄࢹԽ
    ઃඋσʔλͷΫϥ΢υ΁ͷ஝ੵ
    ઃඋނোͷ༧஌
    Λ࣮ݱ

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  8. શମߏ੒
    1-$
    ઃඋ 4PSBDPN
    ֎෦͔Βͷઃඋͷ੍ޚ
    ઃඋͷঢ়ଶͷՄࢹԽ
    ઃඋσʔλͷΫϥ΢υ΁ͷ஝ੵ
    ނোͷݕ஌
    Λ࣮ݱ

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  9. ྫྷଂઃඋͷηϯαʔσʔλΛ"84্ʹอଘ
    ͠ɺ"NB[PO4BHF.BLFSΛ༻͍ͨػցֶश
    ʹΑΔҟৗݕ஌γεςϜΛ։ൃ
    ͜Ε·Ͱݱ஍Ͱ͔͠Θ͔Βͳ͔ͬͨઃඋͷ
    ঢ়گΛϦΞϧλΠϜͰ೺ѲͰ͖ΔΑ͏ʹͳ
    Γɺނো༧ஹΛݕ஌ͨ͠ࡍʹ͸঎඼ʹӨڹ
    ͕ग़ΔલʹରࡦΛଧͭ͜ͱ͕Մೳʹ
    ௿ίετͰ੡඼ͷ඼࣭Ձ஋Λ޲্
    ८ճϝϯςφϯεͷίετ͕௿ݮ
    ͜Ε·ͰΫϨʔϜͱͳ͍ͬͯͨઃඋނো͕ࣄલ࿈བྷ͕ՄೳͱͳΓت͹ΕΔΠϕϯτʹมԽ

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  10. ओͳύΠϓϥΠϯ
    σʔλͷऩूอଘՄࢹԽ
    ઃඋͷσʔλΛ"84্ʹอଘͯ͠ɺϞχλϦϯάΛߦ͏
    ਪ࿦
    ઃඋ͔Β"84΁ૹ৴͞Εͨ࣌ܥྻσʔλ͔Βະདྷͷ஋Λਪ࿦͢Δ
    ֶशςετ
    "84্ʹอଘ͞Εͨσʔλ͔ΒϞσϧΛΞοϓσʔτ͠ɺϞσϧͷςετΛߦ͏

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  11. σʔλอଘ/ՄࢹԽύΠϓϥΠϯ

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  12. ਪ࿦ϑϩʔύΠϓϥΠϯ

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  13. ֶशϑϩʔύΠϓϥΠϯ

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  14. ςετϑϩʔύΠϓϥΠϯ

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  15. ։ൃͷྲྀΕ
    ֶशσʔλɹʢ਺ϲ݄ʣ
    ਺ϲ݄͔͚ͯɺࢼݧ༻ྫྷଂݿ͔ΒσʔλΛऩूɻ
    ΞϧΰϦζϜͷબఆݕূ dिؒ

    4BHFNBLFSͷϏϧτΠϯΞϧΰϦζϜ -JOFBS-FBSOFS9(#PPTU
    Λ࠷ऴతʹ࠾༻ɻ
    "84ଆͷύΠϓϥΠϯߏங ϲ݄

    ؅ཧը໘Ҏ֎͸શͯαʔόϨεͳߏ੒ɻ4UFQ'VODUJPOTͰॲཧঢ়گΛ؅ཧɻ
    ઃඋʙ1-$ʙϥζύΠɿେ੨޻ۀ༷
    ϥζύΠʙ"84ɿϔϓλΰϯ
    ؅ཧը໘ɿ։ൃձࣾ
    ໾ׂ෼୲

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  16. ೰Μͩ఺
    ਪ࿦ͷίετ
    ౰ॳϦΞϧλΠϜਪ࿦Ͱ։ൃΛߦͳ͍͕ͬͯͨɺৗ࣌ىಈͩͱίετతʹݫ͘͠όονਪ࿦ʹ
    ͳͬͨ
    "UIFOBͷύʔςΟγϣϯੜ੒
    'JSFIPTFͰ4ͷΧελϜQSFpYରԠ͕ͪΐ͏ͲϦϦʔε͞Εͨ
    ͨ·ʹൃੜ͢Δσʔλͷϩετ
    ਺࣌ؒʹ̍ճఔ౓ෆఆظͰɺϥζύΠଆͰ͸ૹ৴׬͍ྃͯ͠Δͷʹɺ4ʹ͸อଘ͞Εͳ͍ɻ
    *P5DPSFͷϩάΛग़ྗͯ͠Έͨͱ͜ΖNRUUΫϥΠΞϯτଆͰ$MJFOU*%ͷॏෳʹΑΔΤϥʔͩͱ
    ൑໌

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  17. ࠓޙͷػೳ֦ு༧ఆ
    "**P5ٕज़ʹΑΔઃඋͷলΤωԽͷ10$Λ࣮ࢪத
    ٕज़తͳνϟϨϯδ
    ΤοδଆͰͷਪ࿦΍੍ޚ (SFFOHSBTT΍4BHF.BLFS/FPͷ׆༻

    Χϝϥ΍αʔϚϧΞϨΠͱͷ࿈ಈ

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  18. IUUQTBXTBNB[PODPNKQTPMVUJPOTDBTFTUVEJFTUBJTFJIFQUBHPO
    ʮ"84େ੨޻ۀʯͰݕࡧ

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  19. ஍ํͰͷ"84"**P5׆༻ͷҙٛ
    ՝୊ઌਐ஍Ҭ
    ߴྸԽ
    ਓޱݮগ
    ৘ใ
    Ϧςϥγʔ
    ෆ଍
    ॴಘ֨ࠩ
    ޙܧऀ
    ෆ଍
    ஍ํͷ՝୊ΛAWS/AI/IoTͰղܾ → Ϗδωεͷ஍࢈஍ফ
    "84׆༻ʹΑΔޮ཰Խ
    ݱ࣮ੈք΁޿͕Δ"**P5ٕज़
    ஍ํͷ*5ࣄۀऀ
    ஍ํதখاۀʹ΋"84"**P5ͷ4VQFS1PXFSΛ

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