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re:Invent 2018 Recap
Digital Advertising
Tatsuya, Yagi
Solutions Architect
18/12/2018
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
* [AWS Black Belt Online Seminar] AWS re:Invent 2018 QA
https://aws.amazon.com/jp/blogs/news/webinar-bb-reinvent-2018/
* AWS Slideshare
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* AWS Youtube re:Invent 2018 Slideshare
https://www.youtube.com/user/AmazonWebServices
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
I n d e x : D i g i t a l M a r k e t i n g s e s s i o n s
Breakout Sessions
ADT201-L – Leadership Session: Digital Advertising – Customer Learning & The Road Ahead
ADT202 – Use Amazon Rekognition to Power Video Creative Asset Production
Chalk Talks
ADT205 – Go Global with Cloud-Native Architecture: Deploy AdTech Services Across Four Continents
CTD406 – Monetizing Live OTT Streams Made Easier
CTD403 – Personalized Ad Targeting Using Real-Time, Content – Aware Machine Learning
Workshops
ADT401 – Real-Time Web Analytics with Amazon Kinesis Data Analytics
Builders Sessions
ADT301 – Create a Serverless Web Event Pipeline
ADT302 – Democratize Data Preparation for Analytics & Machine Learning: A Hands-On Lab
ADT303 – ML for Real-Time Self-Service Trend Detection & Root Cause Analysis: A Hands-On Lab
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
:
Breakout Sessions
ADT201-L – Leadership Session: Digital Advertising – Customer Learning & The Road Ahead
ADT202 – Use Amazon Rekognition to Power Video Creative Asset Production
Chalk Talks
ADT205 – Go Global with Cloud-Native Architecture: Deploy AdTech Services Across Four Continents
CTD406 – Monetizing Live OTT Streams Made Easier
CTD403 – Personalized Ad Targeting Using Real-Time, Content – Aware Machine Learning
Workshops
ADT401 – Real-Time Web Analytics with Amazon Kinesis Data Analytics
Builders Sessions
ADT301 – Create a Serverless Web Event Pipeline
ADT302 – Democratize Data Preparation for Analytics & Machine Learning: A Hands-On Lab
ADT303 – ML for Real-Time Self-Service Trend Detection & Root Cause Analysis: A Hands-On Lab
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
:
Breakout Sessions
ADT201-L – Leadership Session: Digital Advertising – Customer Learning & The Road Ahead
ADT202 – Use Amazon Rekognition to Power Video Creative Asset Production
Chalk Talks
ADT205 – Go Global with Cloud-Native Architecture: Deploy AdTech Services Across Four Continents
CTD406 – Monetizing Live OTT Streams Made Easier
CTD403 – Personalized Ad Targeting Using Real-Time, Content – Aware Machine Learning
Workshops
ADT401 – Real-Time Web Analytics with Amazon Kinesis Data Analytics
Builders Sessions
ADT301 – Create a Serverless Web Event Pipeline
ADT302 – Democratize Data Preparation for Analytics & Machine Learning: A Hands-On Lab
ADT303 – ML for Real-Time Self-Service Trend Detection & Root Cause Analysis: A Hands-On Lab
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Leadership Session: Digital Advertising
Customer Learnings & the Road Ahead
Karl Bunch
Worldwide Technical Leader,
Digital Advertising, AWS
A D T 2 0 1 - L
Alex Collmer
Founder & CEO
VidMob
Dave Pickles
CTO
The Trade Desk
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Agenda
• Intro
• The evolution of AI in advertising – The Trade Desk
• Future of creative - VidMob
• AI in advertising media
• Discussion
• Questions & answers
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Agenda
• Intro
• The evolution of AI in advertising – The Trade Desk
• Future of creative - VidMob
• AI in advertising media
• Discussion
• Questions & answers
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AI
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AI: …
= State of the art is AI/ML powered.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
= State of the art is AI/ML powered.
AI: …
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
= State of the art is AI/ML powered.
AI: …
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
= State of the art is AI/ML powered.
AI: …
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AI as a new data source …
AI
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Rekognition
•
• API
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Transcribe: Speech to text
Amazon Transcribe is an automatic speech recognition (ASR) service that makes it easy for
developers to add speech to text capability to their applications
SUPPORT FOR BOTH REGULAR &
TELEPHONY AUDIO S3 INTEGRATION
TIMESTAMPS FOR
TEMPORAL DATA PUNCTUATION AND FORMATTING RECOGNIZE MULTIPLE SPEAKERS
CUSTOM
VOCABULARY
§
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
STORM
WORLD SERIES
STOCK MARKET
WASHINGTON
LIBRARY O F
NEW S ARTICLES
Amazon
Comprehend
Amazon Comprehend: Understanding textual data
Natural language processing to discover insights from text
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Fully managed
hosting with
auto-scaling
One-click
deployment
Pre-built
notebooks for
common
problems
Built-in, high
performance
algorithms
One-click
training
Hyperparameter
optimization
Build Train Deploy
Amazon SageMaker: AI for the masses
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
AI
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
:
Breakout Sessions
ADT201-L – Leadership Session: Digital Advertising – Customer Learning & The Road Ahead
ADT202 – Use Amazon Rekognition to Power Video Creative Asset Production
Chalk Talks
ADT205 – Go Global with Cloud-Native Architecture: Deploy AdTech Services Across Four Continents
CTD406 – Monetizing Live OTT Streams Made Easier
CTD403 – Personalized Ad Targeting Using Real-Time, Content – Aware Machine Learning
Workshops
ADT401 – Real-Time Web Analytics with Amazon Kinesis Data Analytics
Builders Sessions
ADT301 – Create a Serverless Web Event Pipeline
ADT302 – Democratize Data Preparation for Analytics & Machine Learning: A Hands-On Lab
ADT303 – ML for Real-Time Self-Service Trend Detection & Root Cause Analysis: A Hands-On Lab
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Using Amazon Rekognition to
Power Video Creative Asset
Production
James Kupernik
CTO, VidMob
Joline McGoldrick
SVP, Data and Insights, VidMob
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Today’s Agenda
Creative data
Amazon Rekognition
What we’ve built
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
We Are VidMob
VidMob
© 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.
Data is everywhere
© 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.
2
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Creative needs to be:
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
creative data ?
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AI
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Rekognition Image
•
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Rekognition Video
•
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Rekognition
/
© 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.
&
Storage Compute/Application
Integration
Machine Learning
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Step Functions
Start
Recognition
Update Status
Process
Response
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Start recognition
data = json.loads(message['Body'])
start_step_function(data['media_id'],
data.get('api_type’))
if api_type is None or len(api_types) == 0:
rekognition.start_label_detection()
elif api_type == ‘Person’
rekognition.start_face_detection()
rekognition.start_person_tracking()
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
{
"Label": {
"Confidence": 66.68119812011719,
"Name": "Snow"
},
"Timestamp": 200
},
{
"Label": {
"Confidence": 60.01740264892578,
"Name": "Snowboarding"
},
"Timestamp": 200
},
{
"Label": {
"Confidence": 60.01740264892578,
"Name": "Sport"
},
"Timestamp": 200
},
{
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
[ 0, 200, 400, 600, 800, 1000, 1200, 1400, 1600, 2000 ]
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
[400] [800] [1000] [ 2000]
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
{
"Timestamp": 400,
"Label": {
"Name": "Snowboard",
"Confidence": 61.29149627685547
}
},
{
"Timestamp": 1200,
"Label": {
"Name": "Snowboard",
"Confidence": 56.50600051879883
}
} [400] [800] [1000] [1200]
Processing response data
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
, ,
Face: {
BoundingBox: {
Height: 0.036666665226221085,
Left: 0.19312499463558197,
Top: 0.2522222101688385,
Width: 0.020625000819563866
},
Pose: {
Roll: -20.857219696044922,
Pitch: 3.1029155254364014,
Yaw: 13.885883331298828
},
...
}
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Not just for flying
if Yaw < -20:
if Pitch < -20:
return "down-left"
elif Pitch > 20:
return "up-left"
else:
return "left"
elif Yaw > 20:
...
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
vid
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
vid
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
https://www.youtube.com/watch?v=S0KI9YRvusM
AWS re:Invent 2018: Use Amazon Rekognition to Power Video Creative Asset Production
(ADT202)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Watch Dashboard
Amazon Rekognition
Amazon Rekognition Amazon Transcribe
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x
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© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
22.5 K
Hours
21
Days
+80%
ROI
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aws
https://aws.amazon.com/jp/careers/teams/solutionsarchitect/
Thank you!
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re:Invent 2018 Recap Digital Advertising (Japanese)

  • 1. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. re:Invent 2018 Recap Digital Advertising Tatsuya, Yagi Solutions Architect 18/12/2018
  • 2. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. * [AWS Black Belt Online Seminar] AWS re:Invent 2018 QA https://aws.amazon.com/jp/blogs/news/webinar-bb-reinvent-2018/ * AWS Slideshare : https://www.slideshare.net/AmazonWebServices JP: https://www.slideshare.net/AmazonWebServicesJapan * AWS Youtube re:Invent 2018 Slideshare https://www.youtube.com/user/AmazonWebServices
  • 3. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. I n d e x : D i g i t a l M a r k e t i n g s e s s i o n s Breakout Sessions ADT201-L – Leadership Session: Digital Advertising – Customer Learning & The Road Ahead ADT202 – Use Amazon Rekognition to Power Video Creative Asset Production Chalk Talks ADT205 – Go Global with Cloud-Native Architecture: Deploy AdTech Services Across Four Continents CTD406 – Monetizing Live OTT Streams Made Easier CTD403 – Personalized Ad Targeting Using Real-Time, Content – Aware Machine Learning Workshops ADT401 – Real-Time Web Analytics with Amazon Kinesis Data Analytics Builders Sessions ADT301 – Create a Serverless Web Event Pipeline ADT302 – Democratize Data Preparation for Analytics & Machine Learning: A Hands-On Lab ADT303 – ML for Real-Time Self-Service Trend Detection & Root Cause Analysis: A Hands-On Lab
  • 4. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. : Breakout Sessions ADT201-L – Leadership Session: Digital Advertising – Customer Learning & The Road Ahead ADT202 – Use Amazon Rekognition to Power Video Creative Asset Production Chalk Talks ADT205 – Go Global with Cloud-Native Architecture: Deploy AdTech Services Across Four Continents CTD406 – Monetizing Live OTT Streams Made Easier CTD403 – Personalized Ad Targeting Using Real-Time, Content – Aware Machine Learning Workshops ADT401 – Real-Time Web Analytics with Amazon Kinesis Data Analytics Builders Sessions ADT301 – Create a Serverless Web Event Pipeline ADT302 – Democratize Data Preparation for Analytics & Machine Learning: A Hands-On Lab ADT303 – ML for Real-Time Self-Service Trend Detection & Root Cause Analysis: A Hands-On Lab
  • 5. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. : Breakout Sessions ADT201-L – Leadership Session: Digital Advertising – Customer Learning & The Road Ahead ADT202 – Use Amazon Rekognition to Power Video Creative Asset Production Chalk Talks ADT205 – Go Global with Cloud-Native Architecture: Deploy AdTech Services Across Four Continents CTD406 – Monetizing Live OTT Streams Made Easier CTD403 – Personalized Ad Targeting Using Real-Time, Content – Aware Machine Learning Workshops ADT401 – Real-Time Web Analytics with Amazon Kinesis Data Analytics Builders Sessions ADT301 – Create a Serverless Web Event Pipeline ADT302 – Democratize Data Preparation for Analytics & Machine Learning: A Hands-On Lab ADT303 – ML for Real-Time Self-Service Trend Detection & Root Cause Analysis: A Hands-On Lab
  • 6. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Leadership Session: Digital Advertising Customer Learnings & the Road Ahead Karl Bunch Worldwide Technical Leader, Digital Advertising, AWS A D T 2 0 1 - L Alex Collmer Founder & CEO VidMob Dave Pickles CTO The Trade Desk
  • 7. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Agenda • Intro • The evolution of AI in advertising – The Trade Desk • Future of creative - VidMob • AI in advertising media • Discussion • Questions & answers
  • 8. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Agenda • Intro • The evolution of AI in advertising – The Trade Desk • Future of creative - VidMob • AI in advertising media • Discussion • Questions & answers
  • 9. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. AI
  • 10. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. AI: … = State of the art is AI/ML powered.
  • 11. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. = State of the art is AI/ML powered. AI: …
  • 12. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. = State of the art is AI/ML powered. AI: …
  • 13. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. = State of the art is AI/ML powered. AI: …
  • 14. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 15. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. AI as a new data source … AI
  • 16. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Rekognition • • API
  • 17. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Transcribe: Speech to text Amazon Transcribe is an automatic speech recognition (ASR) service that makes it easy for developers to add speech to text capability to their applications SUPPORT FOR BOTH REGULAR & TELEPHONY AUDIO S3 INTEGRATION TIMESTAMPS FOR TEMPORAL DATA PUNCTUATION AND FORMATTING RECOGNIZE MULTIPLE SPEAKERS CUSTOM VOCABULARY §
  • 18. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. STORM WORLD SERIES STOCK MARKET WASHINGTON LIBRARY O F NEW S ARTICLES Amazon Comprehend Amazon Comprehend: Understanding textual data Natural language processing to discover insights from text
  • 19. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Fully managed hosting with auto-scaling One-click deployment Pre-built notebooks for common problems Built-in, high performance algorithms One-click training Hyperparameter optimization Build Train Deploy Amazon SageMaker: AI for the masses
  • 20. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AI
  • 21. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. : Breakout Sessions ADT201-L – Leadership Session: Digital Advertising – Customer Learning & The Road Ahead ADT202 – Use Amazon Rekognition to Power Video Creative Asset Production Chalk Talks ADT205 – Go Global with Cloud-Native Architecture: Deploy AdTech Services Across Four Continents CTD406 – Monetizing Live OTT Streams Made Easier CTD403 – Personalized Ad Targeting Using Real-Time, Content – Aware Machine Learning Workshops ADT401 – Real-Time Web Analytics with Amazon Kinesis Data Analytics Builders Sessions ADT301 – Create a Serverless Web Event Pipeline ADT302 – Democratize Data Preparation for Analytics & Machine Learning: A Hands-On Lab ADT303 – ML for Real-Time Self-Service Trend Detection & Root Cause Analysis: A Hands-On Lab
  • 22. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Using Amazon Rekognition to Power Video Creative Asset Production James Kupernik CTO, VidMob Joline McGoldrick SVP, Data and Insights, VidMob
  • 23. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Today’s Agenda Creative data Amazon Rekognition What we’ve built
  • 24. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. We Are VidMob VidMob
  • 25. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 26. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 27. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 28. Data is everywhere © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 29. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 30. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 31. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2
  • 32. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 33. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Creative needs to be:
  • 34. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. creative data ?
  • 35. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. AI
  • 36. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Rekognition Image •
  • 37. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Rekognition Video •
  • 38. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Rekognition /
  • 39. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 40. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. : / /
  • 41. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 42. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. & Storage Compute/Application Integration Machine Learning
  • 43. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 44. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Step Functions Start Recognition Update Status Process Response
  • 45. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Start recognition data = json.loads(message['Body']) start_step_function(data['media_id'], data.get('api_type’)) if api_type is None or len(api_types) == 0: rekognition.start_label_detection() elif api_type == ‘Person’ rekognition.start_face_detection() rekognition.start_person_tracking()
  • 46. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. { "Label": { "Confidence": 66.68119812011719, "Name": "Snow" }, "Timestamp": 200 }, { "Label": { "Confidence": 60.01740264892578, "Name": "Snowboarding" }, "Timestamp": 200 }, { "Label": { "Confidence": 60.01740264892578, "Name": "Sport" }, "Timestamp": 200 }, { © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 47. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. [ 0, 200, 400, 600, 800, 1000, 1200, 1400, 1600, 2000 ]
  • 48. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. [400] [800] [1000] [ 2000]
  • 49. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. { "Timestamp": 400, "Label": { "Name": "Snowboard", "Confidence": 61.29149627685547 } }, { "Timestamp": 1200, "Label": { "Name": "Snowboard", "Confidence": 56.50600051879883 } } [400] [800] [1000] [1200] Processing response data
  • 50. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 51. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. , , Face: { BoundingBox: { Height: 0.036666665226221085, Left: 0.19312499463558197, Top: 0.2522222101688385, Width: 0.020625000819563866 }, Pose: { Roll: -20.857219696044922, Pitch: 3.1029155254364014, Yaw: 13.885883331298828 }, ... }
  • 52. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Not just for flying if Yaw < -20: if Pitch < -20: return "down-left" elif Pitch > 20: return "up-left" else: return "left" elif Yaw > 20: ...
  • 53. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 54. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. vid © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 55. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. vid © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. https://www.youtube.com/watch?v=S0KI9YRvusM AWS re:Invent 2018: Use Amazon Rekognition to Power Video Creative Asset Production (ADT202)
  • 56. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Watch Dashboard Amazon Rekognition Amazon Rekognition Amazon Transcribe
  • 57. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. x
  • 58. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 59. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 22.5 K Hours 21 Days +80% ROI
  • 60. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 62. Thank you! © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.