Building an Immersive, Interactive Customer Experience using Artificial Intelligence and Augmented Reality -

Amazon Web Services
Amazon Web ServicesAmazon Web Services
S U M M I T
SYDNEY
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Building an immersive, interactive customer
experience using artificial intelligence and
augmented reality
Injae Kwak
Solutions Architect
Amazon Web Services
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Agenda
• Primer on XR (Augmented Reality/Virtual Reality)
• Building interactive smart applications
• Combining AI/ML and AR
• Getting started with AWS services
• Variety showcase of demos
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
To understand Augmented Reality
We must go back..
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Great Scott!
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T https://www.facebook.com/groups/sydneypokemongo
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
The real world Fully immersive
Digital information
layered over the
real world
Virtual objects
interacting with real
world
Blend of digital and
real world info to
enhance reality
(we are here!)
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Web ImmersiveMobile Cloud
Evolution of User Interfaces
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
How customers are using XR
Instructional design
Brand engagement
Data visualisation
Simulation
Virtual showcases
Virtual tours
Digital signage Customer Service
agents & chatbots
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
XR customers across industries
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
What are some of the challenges?
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Amazon Sumerian
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Leverage rich library of assets
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Entities Panel
Canvas
Assets Panel
State Graph
WebVR Mode
Components Panel
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
Building interactive experience through AI/ML
M L F R A M E W O R K S &
I N F R A S T R U C T U R E
The Amazon AI/ML Stack
A I S E R V I C E S
A M A Z O N
R E K O G N I T I O N
I M A G E
A M A Z O N
P O L L Y
A M A Z O N
T R A N S C R I B E
A M A Z O N
T R A N S L A T E
A M A Z O N
C O M P R E H E N D
C O M P R E H E N D
M E D I C A L
A M A Z O N
L E X
A M A Z O N
R E K O G N I T I O N
V I D E O
Vision Speech Chatbots
A M A Z O N S A G E M A K E R
B U I L D T R A I N
A M A Z O N
F O R E C A S T
A M A Z O N
T E X T R A C T
A M A Z O N
P E R S O N A L I Z E
D E P L O Y
Pre-built algorithms & notebooks
Data labeling (G R O U N D T R U T H )
One-click model training & tuning
Optimisation ( N E O )
One-click deployment & hosting
M L S E R V I C E S
F r a m e w o r k s I n t e r f a c e s I n f r a s t r u c t u r e
E C 2 P 3
& P 3 d n
E C 2 C 5 F P G A s G R E E N G R A S S E L A S T I C
I N F E R E N C E
Models without training data (REINFORCEMENT LEARNING)
Algorithms & models ( A W S M A R K E T P L A C E )
Language Forecasting Recommendations
NEW
NEWNEW
NEW
NEW
NEW NEWNEWNEW
M L F R A M E W O R K S &
I N F R A S T R U C T U R E
The Amazon AI/ML Stack
A I S E R V I C E S
A M A Z O N
R E K O G N I T I O N
I M A G E
A M A Z O N
P O L L Y
A M A Z O N
T R A N S C R I B E
A M A Z O N
T R A N S L A T E
A M A Z O N
L E X
A M A Z O N
R E K O G N I T I O N
V I D E O
Vision Speech Chatbots
A M A Z O N S A G E M A K E R
B U I L D T R A I N
A M A Z O N
F O R E C A S T
A M A Z O N
T E X T R A C T
A M A Z O N
P E R S O N A L I Z E
D E P L O Y
Pre-built algorithms & notebooks
Data labeling (G R O U N D T R U T H )
One-click model training & tuning
Optimization ( N E O )
One-click deployment & hosting
M L S E R V I C E S
F r a m e w o r k s I n t e r f a c e s I n f r a s t r u c t u r e
E C 2 P 3
& P 3 d n
E C 2 C 5 F P G A s G R E E N G R A S S E L A S T I C
I N F E R E N C E
Models without training data (REINFORCEMENT LEARNING)
Algorithms & models ( A W S M A R K E T P L A C E )
Language Forecasting Recommendations
NEW
NEWNEW
NEW
NEW
Pre-trained AI services that require
no ML skills or training
Easily add intelligence to your
existing apps and workflows
Quality and accuracy from
continuously-learning APIs
A M A Z O N
C O M P R E H E N D
C O M P R E H E N D
M E D I C A L
NEW NEWNEWNEW
M L F R A M E W O R K S &
I N F R A S T R U C T U R E
The Amazon AI/ML Stack
A I S E R V I C E S
A M A Z O N
R E K O G N I T I O N
I M A G E
A M A Z O N
P O L L Y
A M A Z O N
T R A N S C R I B E
A M A Z O N
T R A N S L A T E
A M A Z O N
L E X
A M A Z O N
R E K O G N I T I O N
V I D E O
Vision Speech Chatbots
A M A Z O N S A G E M A K E R
B U I L D T R A I N
A M A Z O N
F O R E C A S T
A M A Z O N
T E X T R A C T
A M A Z O N
P E R S O N A L I Z E
D E P L O Y
Pre-built algorithms & notebooks
Data labeling (G R O U N D T R U T H )
One-click model training & tuning
Optimization ( N E O )
One-click deployment & hosting
M L S E R V I C E S
F r a m e w o r k s I n t e r f a c e s I n f r a s t r u c t u r e
E C 2 P 3
& P 3 d n
E C 2 C 5 F P G A s G R E E N G R A S S E L A S T I C
I N F E R E N C E
Models without training data (REINFORCEMENT LEARNING)
Algorithms & models ( A W S M A R K E T P L A C E )
Language Forecasting Recommendations
NEW
NEWNEW
NEW
NEW
A M A Z O N
R E K O G N I T I O N
I M A G E
Object, scene, and activity detection
Facial recognition
Facial analysis
Pathing people movement
Unsafe content detection
Celebrity detection
Text extraction
A M A Z O N
C O M P R E H E N D
C O M P R E H E N D
M E D I C A L
NEW NEWNEWNEW
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
Application architecture
Mobile client
Amazon Cognito
Amazon Rekognition
Authentication
Model Inference
User App
Object Detection App
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Customers using Amazon Rekognition
M L F R A M E W O R K S &
I N F R A S T R U C T U R E
The Amazon AI/ML Stack
A I S E R V I C E S
R E K O G N I T I O N
I M A G E
P O L L Y T R A N S C R I B E T R A N S L A T E C O M P R E H E N D
C O M P R E H E N D
M E D I C A L
L E XR E K O G N I T I O N
V I D E O
Vision Speech Chatbots
A M A Z O N S A G E M A K E R
B U I L D T R A I N
F O R E C A S TT E X T R A C T P E R S O N A L I S E
D E P L O Y
Pre-built algorithms & notebooks
Data labeling (G R O U N D T R U T H )
One-click model training & tuning
Optimization ( N E O )
One-click deployment & hosting
M L S E R V I C E S
F r a m e w o r k s I n t e r f a c e s I n f r a s t r u c t u r e
E C 2 P 3
& P 3 d n
E C 2 C 5 F P G A s G R E E N G R A S S E L A S T I C
I N F E R E N C E
Models without training data (REINFORCEMENT LEARNING)
Algorithms & models ( A W S M A R K E T P L A C E )
Language Forecasting Recommendations
NEW NEWNEW
NEW
NEW
NEWNEW
NEW
NEW
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Using a custom machine learning model
Use Case: Sign Language to English Translation
Handshape
Position
Movement
Non-Manual Markers
Context
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
Application architecture
Mobile client
Amazon Cognito
Amazon Rekognition
Authentication
Model Inference
User App
Object Detection App
Mobile client
Amazon Cognito
Amazon SageMaker
Authentication
Model Inference
User App
Sign Language Translation App
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
What about combining both together?
+
Augmented
Reality
Artificial
Intelligence
= ? ? ?
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
So how do I get started?
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Introducing AWS Amplify
XR
Authentication
Analytics
Pub/Sub
APIs
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Dream Big
• Drive innovation through imagination
• Disrupt customer experience using emerging technologies
Start Small
• Add interactive experiences through AWS AI/ML and Amazon Sumerian
• Integrate rich functionalities through AWS Amplify
Build Fast
• Links to Tutorials and labs by tapping badge @ exit
• Download Demos by tapping badge @ exit
Thank you!
S U M M I T © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Injae Kwak
Solutions Architect
1 von 32

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Building an Immersive, Interactive Customer Experience using Artificial Intelligence and Augmented Reality -

  • 1. S U M M I T SYDNEY
  • 2. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Building an immersive, interactive customer experience using artificial intelligence and augmented reality Injae Kwak Solutions Architect Amazon Web Services
  • 3. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Agenda • Primer on XR (Augmented Reality/Virtual Reality) • Building interactive smart applications • Combining AI/ML and AR • Getting started with AWS services • Variety showcase of demos
  • 4. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T To understand Augmented Reality We must go back..
  • 5. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Great Scott!
  • 6. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T https://www.facebook.com/groups/sydneypokemongo
  • 7. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T The real world Fully immersive Digital information layered over the real world Virtual objects interacting with real world Blend of digital and real world info to enhance reality (we are here!)
  • 8. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Web ImmersiveMobile Cloud Evolution of User Interfaces
  • 9. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T How customers are using XR Instructional design Brand engagement Data visualisation Simulation Virtual showcases Virtual tours Digital signage Customer Service agents & chatbots
  • 10. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T XR customers across industries
  • 11. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T What are some of the challenges?
  • 12. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Amazon Sumerian
  • 13. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Leverage rich library of assets
  • 14. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Entities Panel Canvas Assets Panel State Graph WebVR Mode Components Panel
  • 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 Building interactive experience through AI/ML
  • 17. M L F R A M E W O R K S & I N F R A S T R U C T U R E The Amazon AI/ML Stack A I S E R V I C E S A M A Z O N R E K O G N I T I O N I M A G E A M A Z O N P O L L Y A M A Z O N T R A N S C R I B E A M A Z O N T R A N S L A T E A M A Z O N C O M P R E H E N D C O M P R E H E N D M E D I C A L A M A Z O N L E X A M A Z O N R E K O G N I T I O N V I D E O Vision Speech Chatbots A M A Z O N S A G E M A K E R B U I L D T R A I N A M A Z O N F O R E C A S T A M A Z O N T E X T R A C T A M A Z O N P E R S O N A L I Z E D E P L O Y Pre-built algorithms & notebooks Data labeling (G R O U N D T R U T H ) One-click model training & tuning Optimisation ( N E O ) One-click deployment & hosting M L S E R V I C E S F r a m e w o r k s I n t e r f a c e s I n f r a s t r u c t u r e E C 2 P 3 & P 3 d n E C 2 C 5 F P G A s G R E E N G R A S S E L A S T I C I N F E R E N C E Models without training data (REINFORCEMENT LEARNING) Algorithms & models ( A W S M A R K E T P L A C E ) Language Forecasting Recommendations NEW NEWNEW NEW NEW NEW NEWNEWNEW
  • 18. M L F R A M E W O R K S & I N F R A S T R U C T U R E The Amazon AI/ML Stack A I S E R V I C E S A M A Z O N R E K O G N I T I O N I M A G E A M A Z O N P O L L Y A M A Z O N T R A N S C R I B E A M A Z O N T R A N S L A T E A M A Z O N L E X A M A Z O N R E K O G N I T I O N V I D E O Vision Speech Chatbots A M A Z O N S A G E M A K E R B U I L D T R A I N A M A Z O N F O R E C A S T A M A Z O N T E X T R A C T A M A Z O N P E R S O N A L I Z E D E P L O Y Pre-built algorithms & notebooks Data labeling (G R O U N D T R U T H ) One-click model training & tuning Optimization ( N E O ) One-click deployment & hosting M L S E R V I C E S F r a m e w o r k s I n t e r f a c e s I n f r a s t r u c t u r e E C 2 P 3 & P 3 d n E C 2 C 5 F P G A s G R E E N G R A S S E L A S T I C I N F E R E N C E Models without training data (REINFORCEMENT LEARNING) Algorithms & models ( A W S M A R K E T P L A C E ) Language Forecasting Recommendations NEW NEWNEW NEW NEW Pre-trained AI services that require no ML skills or training Easily add intelligence to your existing apps and workflows Quality and accuracy from continuously-learning APIs A M A Z O N C O M P R E H E N D C O M P R E H E N D M E D I C A L NEW NEWNEWNEW
  • 19. M L F R A M E W O R K S & I N F R A S T R U C T U R E The Amazon AI/ML Stack A I S E R V I C E S A M A Z O N R E K O G N I T I O N I M A G E A M A Z O N P O L L Y A M A Z O N T R A N S C R I B E A M A Z O N T R A N S L A T E A M A Z O N L E X A M A Z O N R E K O G N I T I O N V I D E O Vision Speech Chatbots A M A Z O N S A G E M A K E R B U I L D T R A I N A M A Z O N F O R E C A S T A M A Z O N T E X T R A C T A M A Z O N P E R S O N A L I Z E D E P L O Y Pre-built algorithms & notebooks Data labeling (G R O U N D T R U T H ) One-click model training & tuning Optimization ( N E O ) One-click deployment & hosting M L S E R V I C E S F r a m e w o r k s I n t e r f a c e s I n f r a s t r u c t u r e E C 2 P 3 & P 3 d n E C 2 C 5 F P G A s G R E E N G R A S S E L A S T I C I N F E R E N C E Models without training data (REINFORCEMENT LEARNING) Algorithms & models ( A W S M A R K E T P L A C E ) Language Forecasting Recommendations NEW NEWNEW NEW NEW A M A Z O N R E K O G N I T I O N I M A G E Object, scene, and activity detection Facial recognition Facial analysis Pathing people movement Unsafe content detection Celebrity detection Text extraction A M A Z O N C O M P R E H E N D C O M P R E H E N D M E D I C A L NEW NEWNEWNEW
  • 20. S U M M I T © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 21. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Application architecture Mobile client Amazon Cognito Amazon Rekognition Authentication Model Inference User App Object Detection App
  • 22. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Customers using Amazon Rekognition
  • 23. M L F R A M E W O R K S & I N F R A S T R U C T U R E The Amazon AI/ML Stack A I S E R V I C E S R E K O G N I T I O N I M A G E P O L L Y T R A N S C R I B E T R A N S L A T E C O M P R E H E N D C O M P R E H E N D M E D I C A L L E XR E K O G N I T I O N V I D E O Vision Speech Chatbots A M A Z O N S A G E M A K E R B U I L D T R A I N F O R E C A S TT E X T R A C T P E R S O N A L I S E D E P L O Y Pre-built algorithms & notebooks Data labeling (G R O U N D T R U T H ) One-click model training & tuning Optimization ( N E O ) One-click deployment & hosting M L S E R V I C E S F r a m e w o r k s I n t e r f a c e s I n f r a s t r u c t u r e E C 2 P 3 & P 3 d n E C 2 C 5 F P G A s G R E E N G R A S S E L A S T I C I N F E R E N C E Models without training data (REINFORCEMENT LEARNING) Algorithms & models ( A W S M A R K E T P L A C E ) Language Forecasting Recommendations NEW NEWNEW NEW NEW NEWNEW NEW NEW
  • 24. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Using a custom machine learning model Use Case: Sign Language to English Translation Handshape Position Movement Non-Manual Markers Context
  • 25. S U M M I T © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 26. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Application architecture Mobile client Amazon Cognito Amazon Rekognition Authentication Model Inference User App Object Detection App Mobile client Amazon Cognito Amazon SageMaker Authentication Model Inference User App Sign Language Translation App
  • 27. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T What about combining both together? + Augmented Reality Artificial Intelligence = ? ? ?
  • 28. S U M M I T © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 29. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T So how do I get started?
  • 30. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Introducing AWS Amplify XR Authentication Analytics Pub/Sub APIs
  • 31. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Dream Big • Drive innovation through imagination • Disrupt customer experience using emerging technologies Start Small • Add interactive experiences through AWS AI/ML and Amazon Sumerian • Integrate rich functionalities through AWS Amplify Build Fast • Links to Tutorials and labs by tapping badge @ exit • Download Demos by tapping badge @ exit
  • 32. Thank you! S U M M I T © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. Injae Kwak Solutions Architect