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© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Senior Solutions Architect
Toshiaki Enami
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
自己紹介
• 名前
• 榎並 利晃(えなみ としあき)
• toshiake@amazon.co.jp
• 役割
• IoT/AI Solution Builder 部長 / シニアソリューションアーキテクト
• 好きなAWSのサービス
• AWS IoT Family
• Amazon Kinesis Family
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
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© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
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© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
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© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
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© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
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© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
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© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Channels DatasetsPipelines Data Stores Jupyter
Notebooks
& Templates
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
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• AWS IoT
Amazon Kinesis
Amazon S3
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
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© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
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© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
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Datasets
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
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Jupyter
Notebooks
Predictive
Maintenance
Anomaly
Detection
Forecasting
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
ユースケース
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
生産状況の見える化を実現するアーキテクチャ例
SNS
Greengrass
IoT Rule (all data)
MES/SCADA
Email
SMS
Factory Machines
Protocol
conversion
AWS IoT/Greengrass/
Device Management/
Device Defender
Amazon QuickSight
AWS IoT Analytics
IoTRule(alerts)
CloudWatch
Cognito
CloudTrail
config
IoT Cert
IAM
Jupyter Notebook
Anomalies
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
予兆保全を実現するアーキテクチャ例
Greengrass
IoT Rule (all data)
MES/SCADA
Email
SMS
Factory Machines
Protocol
conversion
ML
Inference
AWS IoT/Greengrass/
Device Management/
Device Defender
Sage MakerML Models
Amazon QuickSight
AWS IoT Analytics
IoTRule(alerts)
CloudWatch
Cognito
CloudTrail
config
IoT Cert
IAM
Jupyter Notebook
Anomalies
SNS
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
品質予測, 画像解析を実現するアーキテクチャ例
Greengrass
IoT Rule (all data)
MES/SCADA
Protocol
conversion
Email
SMS
Factory Machines
Vision
Protocol
conversion
ML
Inference
AWS IoT/Greengrass/
Device Management/
Device Defender
ML Models
Amazon QuickSight
AWS IoT Analytics
IoTRule(alerts)
CloudWatch
Cognito
CloudTrail
config
IoT Cert
IAM
Jupyter Notebook
Vision system
images
Sage Master/
Jupyter Notebook
Anomalies
SNS
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
デモ
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Get Started
https://docs.aws.amazon.com/iotanalytics/latest/use
rguide/getting-started.html
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
まとめ
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
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© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.

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IoT に適したデータ分析

  • 1. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Senior Solutions Architect Toshiaki Enami
  • 2. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 自己紹介 • 名前 • 榎並 利晃(えなみ としあき) • toshiake@amazon.co.jp • 役割 • IoT/AI Solution Builder 部長 / シニアソリューションアーキテクト • 好きなAWSのサービス • AWS IoT Family • Amazon Kinesis Family
  • 3. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  • 4. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 10101 1 0 0 1 0 01010 01010 101001 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 0 1 0 1 0 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 0 1 0 1 0 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 0 1 0 1 0 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 0 1 0 1 0 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 0 1 0 1 0 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 0 1 0 1 0 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 01010 101001 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 0 1 0 1 0 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0
  • 5. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. • • •
  • 6. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. • • • • • •
  • 7. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  • 8. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  • 9. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. • • • • •
  • 10. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  • 11. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. • • • •
  • 12. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 0 1 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 0 1 0 0 1 0 ENRICHMENT10101 1 0 0 1 0 01010 01010 101001 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 0 1 0 1 0 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 0 1 0 1 0 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 0 1 0 1 0 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 0 1 0 1 0 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 01 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 0 1 0 1 0 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 0 1 0 1 0 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 0 1 0 1 0 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 0 1 0 1 0 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 0 1 0 1 0 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 0 1 0 1 0 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 0101001010 101001 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 0 1 0 1 0 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 0 1 0 1 0 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 0 1 0 1 0 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 0 1 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 1 0 1 0 0 1 1 0 0 1 0 0 1 0 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 1 0 1 0 0 1 1 0 0 1 0 0 1 0 0 1 0 1 0 1 0 1 1 0 0 1 0 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 1 0 1 0 0 1 1 0 0 1 0 0 1 0 0 1 0 1
  • 13. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Channels DatasetsPipelines Data Stores Jupyter Notebooks & Templates
  • 14. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. • • • • AWS IoT Amazon Kinesis Amazon S3
  • 15. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. • • • • • •
  • 16. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. • • • • • •
  • 17. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. • • • • • • Datasets
  • 18. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. • • • • • • • Jupyter Notebooks Predictive Maintenance Anomaly Detection Forecasting
  • 19. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. ユースケース
  • 20. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 生産状況の見える化を実現するアーキテクチャ例 SNS Greengrass IoT Rule (all data) MES/SCADA Email SMS Factory Machines Protocol conversion AWS IoT/Greengrass/ Device Management/ Device Defender Amazon QuickSight AWS IoT Analytics IoTRule(alerts) CloudWatch Cognito CloudTrail config IoT Cert IAM Jupyter Notebook Anomalies
  • 21. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 予兆保全を実現するアーキテクチャ例 Greengrass IoT Rule (all data) MES/SCADA Email SMS Factory Machines Protocol conversion ML Inference AWS IoT/Greengrass/ Device Management/ Device Defender Sage MakerML Models Amazon QuickSight AWS IoT Analytics IoTRule(alerts) CloudWatch Cognito CloudTrail config IoT Cert IAM Jupyter Notebook Anomalies SNS
  • 22. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 品質予測, 画像解析を実現するアーキテクチャ例 Greengrass IoT Rule (all data) MES/SCADA Protocol conversion Email SMS Factory Machines Vision Protocol conversion ML Inference AWS IoT/Greengrass/ Device Management/ Device Defender ML Models Amazon QuickSight AWS IoT Analytics IoTRule(alerts) CloudWatch Cognito CloudTrail config IoT Cert IAM Jupyter Notebook Vision system images Sage Master/ Jupyter Notebook Anomalies SNS
  • 23. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  • 24. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. デモ
  • 25. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  • 26. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Get Started https://docs.aws.amazon.com/iotanalytics/latest/use rguide/getting-started.html
  • 27. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. まとめ
  • 28. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. • • • •
  • 29. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.