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

IoT@Loft #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

Transcript

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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