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© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Ambient Intelligence – Bringing ML
and AI to the Connected Home
Catalin Vieru
Sr. Specialized IoT Architect
Amazon Web Services
S e s s i o n I D
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Agenda
Key Ambient Intelligence Features
AWS IoT Analytics & Ambient Intelligence Environments
Brief Intro to AWS IoT Analytics
Example Use Case: Occupant Driven Home HVAC Automation
S U M M I T © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
. . . is able to identify us and
recognizes identities . . .
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Who?
Where?
What?
. . . is aware of the
situational context . . .
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
. . . always adapts to our ever-changing life . . .
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
. . . is personalized and tailored to our needs . . .
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
. . . and anticipates our needs
without any conscious mediation!
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Session Objectives
How can we use AWS IoT Analytics for connecting IoT and
ML to create ambient intelligent environments?
Machine learningInternet of things
S U M M I T © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Container execution for analytical workflows
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Customizable analytical time windows
t1 t3
t2 t4
S U M M I T © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Use Case Architecture
Temperature
schedule
Daily training dataset
Thermostat
Temperature
Sensor
Smart home
AWS IoT Analytics data pipeline
30-minute prediction dataset
Historical weather
database
Weather forecast
Personal calendar(s)
S U M M I T © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Thank you!
S U M M I T © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Catalin Vieru
vieruc@amazon.com

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Ambient Intelligence: Bringing ML & AI to the Connected Home - SVC302 - Anaheim AWS Summit

  • 1. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Ambient Intelligence – Bringing ML and AI to the Connected Home Catalin Vieru Sr. Specialized IoT Architect Amazon Web Services S e s s i o n I D
  • 2. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Agenda Key Ambient Intelligence Features AWS IoT Analytics & Ambient Intelligence Environments Brief Intro to AWS IoT Analytics Example Use Case: Occupant Driven Home HVAC Automation
  • 3. S U M M I T © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 4. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T . . . is able to identify us and recognizes identities . . .
  • 5. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Who? Where? What? . . . is aware of the situational context . . .
  • 6. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T . . . always adapts to our ever-changing life . . .
  • 7. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T . . . is personalized and tailored to our needs . . .
  • 8. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T . . . and anticipates our needs without any conscious mediation!
  • 9. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Session Objectives How can we use AWS IoT Analytics for connecting IoT and ML to create ambient intelligent environments? Machine learningInternet of things
  • 10. S U M M I T © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 11. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Container execution for analytical workflows
  • 12. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Customizable analytical time windows t1 t3 t2 t4
  • 13. S U M M I T © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 14. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Use Case Architecture Temperature schedule Daily training dataset Thermostat Temperature Sensor Smart home AWS IoT Analytics data pipeline 30-minute prediction dataset Historical weather database Weather forecast Personal calendar(s)
  • 15. S U M M I T © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 16. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Thank you! S U M M I T © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. Catalin Vieru vieruc@amazon.com