Applying Maching Learning to Build Smarter Video Workflows

Amazon Web Services
Amazon Web ServicesAmazon Web Services
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark
AWS | Artificial Intelligence
Build Smarter Video Workflows - Transform the Viewing Experience
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark
of digital transformation initiatives
supported by AI in 201940% - IDC 2018
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark
customers have used
machine learning on AWS
10,000+
AWS holds the top spots on Stanford’s
deep learning benchmark, DAWN, for
fastest training time, lowest cost, lowest
inference latency
of TensorFlow projects in the cloud
run on AWS85%
of deep learning in the cloud runs on
AWS81%
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark
Our mission at AWS
Put machine learning in the hands
of every developer
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark
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
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 L E XR E K O G N I T I O N
V I D E O
Vision Speech Language 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 T
Forecasting
T E X T R A C T P E R S O N A L I Z E
Recommendations
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 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
Reinforcement learningAlgorithms & models ( A W S M A R K E T P L A C E
F O R M A C H I N E L E A R N I N G )
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark
Automate media workflows to reduce costs & monetize content
content moderation | contextual ad insertion | cataloging media
multi-language metadata search | Subtitling | Translation
C O M P R E H E N DR E K O G N I T I O N
I M A G E
R E K O G N I T I O N
V I D E O
T R A N S C R I B E T R A N S L A T E T E X T R A C T
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark
Personalize customer experiences with targeted recommendations
recommendation technology used by Amazon.com | context-aware recommendations
sentiment analysis | VoC analytics
P E R S O N A L I Z E C O M P R E H E N DR E K O G N I T I O N
I M A G E
R E K O G N I T I O N
V I D E O
NEW
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark
Increase efficiency with automated document analysis
optical character recognition (OCR) | automatic data extraction | natural language processing
intelligent search | text analytics
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
T E X T R A C T
NEW
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark
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
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 L E XR E K O G N I T I O N
V I D E O
Vision Speech Language 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 T
Forecasting
T E X T R A C T P E R S O N A L I Z E
Recommendations
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 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
Reinforcement learningAlgorithms & models ( A W S M A R K E T P L A C E
F O R M A C H I N E L E A R N I N G )
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark
1
2
3
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark
Amazon SageMaker
Fast & accurate
data labeling
Built-in, high
performance
algorithms &
notebooks
BUILD
1
One-click
training and
tuning
TRAI N
Model
optimization
2
Fully managed
hosting with
auto-scaling and
elastic inference
One-click
deployment
DEPLOY
3
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Enhancing the
fan experience
One week of NFL games now creates 3TB of
data. NFL uses Amazon SageMaker to analyze
telemetry data to predict plays. Computations
that could take months to refine now take only
weeks or days.
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© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark
ML Solutions Lab
Brainstorming
Custom modeling
Training
Work side-by-side with Amazon experts
How we can help…
Partner Ecosystem
Media Solutions
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Media Solutions
Go to: aws.amazon.com > answers > media-entertainment
Media Analysis Solution – Machine Learning in Media solution
Tape-to-Cloud MAM Ingest solution (in beta)
Live Subtitling solution (in beta)
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark
Media Analysis Solution
Go to: aws.amazon.com > answers > media-entertainment
Label & Face Detection
Celebrity Detection
Face Search
Activity Pathing
Subtitle generation
Key Entity & Phrase Detection
Automated
Metadata
GenerationR E K O G N I T I O N R E K O G N I T I O N
V I D E O
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
Transcription
Context
Amazon SageMaker + additional solutions for media use cases
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark
Tape 2 Cloud Migration
Go to: aws.amazon.com > answers > media-entertainment
Offline Tape Migration
Egress Optimization
Proprietary Conversion
Metadata Export
Proxy Generation
Media
Asset
Registry
Media
Analytics
MAM Modernization
Metadata Import
Security and DR
Lifecycle & Cost Optimization
3-Phased Project Template: Export assets with metadata, process/analysis, and import to MAM
Flexible to accommodate different workflows, content types, and partner components
Professional Services to provide complementary assessment, project management, and offline
tape migration
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark
Thank you and Build on!
Christopher Kuthan, Kuthan@amazon.com, WW Business Development Lead, Media Solutions
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Applying Maching Learning to Build Smarter Video Workflows

  • 1. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark AWS | Artificial Intelligence Build Smarter Video Workflows - Transform the Viewing Experience
  • 2. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark of digital transformation initiatives supported by AI in 201940% - IDC 2018
  • 3. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark customers have used machine learning on AWS 10,000+ AWS holds the top spots on Stanford’s deep learning benchmark, DAWN, for fastest training time, lowest cost, lowest inference latency of TensorFlow projects in the cloud run on AWS85% of deep learning in the cloud runs on AWS81%
  • 4. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark
  • 5. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark Our mission at AWS Put machine learning in the hands of every developer
  • 6. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark 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 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 L E XR E K O G N I T I O N V I D E O Vision Speech Language 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 T Forecasting T E X T R A C T P E R S O N A L I Z E Recommendations 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 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 Reinforcement learningAlgorithms & models ( A W S M A R K E T P L A C E F O R M A C H I N E L E A R N I N G )
  • 7. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark Automate media workflows to reduce costs & monetize content content moderation | contextual ad insertion | cataloging media multi-language metadata search | Subtitling | Translation C O M P R E H E N DR E K O G N I T I O N I M A G E R E K O G N I T I O N V I D E O T R A N S C R I B E T R A N S L A T E T E X T R A C T
  • 8. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark
  • 9. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark
  • 10. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark
  • 11. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark
  • 12. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark Personalize customer experiences with targeted recommendations recommendation technology used by Amazon.com | context-aware recommendations sentiment analysis | VoC analytics P E R S O N A L I Z E C O M P R E H E N DR E K O G N I T I O N I M A G E R E K O G N I T I O N V I D E O NEW
  • 13. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark Increase efficiency with automated document analysis optical character recognition (OCR) | automatic data extraction | natural language processing intelligent search | text analytics 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 T E X T R A C T NEW
  • 14. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark 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 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 L E XR E K O G N I T I O N V I D E O Vision Speech Language 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 T Forecasting T E X T R A C T P E R S O N A L I Z E Recommendations 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 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 Reinforcement learningAlgorithms & models ( A W S M A R K E T P L A C E F O R M A C H I N E L E A R N I N G )
  • 15. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark 1 2 3
  • 16. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark Amazon SageMaker Fast & accurate data labeling Built-in, high performance algorithms & notebooks BUILD 1 One-click training and tuning TRAI N Model optimization 2 Fully managed hosting with auto-scaling and elastic inference One-click deployment DEPLOY 3
  • 17. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Enhancing the fan experience One week of NFL games now creates 3TB of data. NFL uses Amazon SageMaker to analyze telemetry data to predict plays. Computations that could take months to refine now take only weeks or days.
  • 18. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark
  • 19. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark ML Solutions Lab Brainstorming Custom modeling Training Work side-by-side with Amazon experts How we can help… Partner Ecosystem Media Solutions
  • 20. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark Media Solutions Go to: aws.amazon.com > answers > media-entertainment Media Analysis Solution – Machine Learning in Media solution Tape-to-Cloud MAM Ingest solution (in beta) Live Subtitling solution (in beta)
  • 21. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark Media Analysis Solution Go to: aws.amazon.com > answers > media-entertainment Label & Face Detection Celebrity Detection Face Search Activity Pathing Subtitle generation Key Entity & Phrase Detection Automated Metadata GenerationR E K O G N I T I O N R E K O G N I T I O N V I D E O 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 Transcription Context Amazon SageMaker + additional solutions for media use cases
  • 22. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark Tape 2 Cloud Migration Go to: aws.amazon.com > answers > media-entertainment Offline Tape Migration Egress Optimization Proprietary Conversion Metadata Export Proxy Generation Media Asset Registry Media Analytics MAM Modernization Metadata Import Security and DR Lifecycle & Cost Optimization 3-Phased Project Template: Export assets with metadata, process/analysis, and import to MAM Flexible to accommodate different workflows, content types, and partner components Professional Services to provide complementary assessment, project management, and offline tape migration
  • 23. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark Thank you and Build on! Christopher Kuthan, Kuthan@amazon.com, WW Business Development Lead, Media Solutions