AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS
Transcript of AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS
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© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
2-H1-1-18
AWS
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© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
❏
❏
❏ AWS
❖ Amazon EMR
❖ Amazon ECS
❖ Amazon SageMaker
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© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
❏Amazon
❏AWS ( )
❏
API
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© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon
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© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon
•
•
• Alexa
•
•
•
•
•
• Q&A
•
•
•
•
•
•
• /
20
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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.
AWS
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© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS ML
Services
Platform
Engines
CPU IoT EdgeInfrastructure GPU
AWS Deep Learning AMI (Amazon Linux / Ubuntu / Windows)
Amazon
Machine
Learning
Apache Spark
Amazon EMR
Amazon
KinesisAWS Batch Amazon ECS
Amazon
SageMaker
TensorFlowCaffe2 TorchPyTorchCNTK KerasApacheMXNetChainer Gluon
Amazon
Rekognition
Image
Amazon
Polly
Amazon
Lex
Amazon
Comprehend
Amazon
Translate
Amazon
Transcribe
Amazon
Rekognition
Video
![Page 9: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/9.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS ML
Services
Platform
Engines
Infrastructure CPU IoT EdgeGPU
AWS Deep Learning AMI (Amazon Linux / Ubuntu / Windows)
Amazon
Machine
Learning
Apache Spark
Amazon EMR
Amazon
KinesisAWS Batch Amazon ECS
Amazon
SageMaker
TensorFlowCaffe2 TorchPyTorchCNTK KerasApacheMXNetChainer Gluon
Amazon
Rekognition
Image
Amazon
Polly
Amazon
Lex
Amazon
Comprehend
Amazon
Translate
Amazon
Transcribe
Amazon
Rekognition
Video
![Page 10: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/10.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS ML
ServicesAmazon
Rekognition
Image
Platform
Engines
CPU IoT EdgeInfrastructure GPU
AWS Deep Learning AMI (Amazon Linux / Ubuntu / Windows)
Amazon
Polly
Amazon
Lex
Amazon
Comprehend
Amazon
Translate
Amazon
Transcribe
Amazon
Rekognition
Video
Amazon
Machine
Learning
Apache Spark
Amazon EMR
Amazon
KinesisAWS Batch Amazon ECS
Amazon
SageMaker
TensorFlowCaffe2 TorchPyTorchCNTK KerasApacheMXNetChainer Gluon
![Page 11: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/11.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS ML
Services
Platform
Engines
CPU IoT EdgeInfrastructure GPU
AWS Deep Learning AMI (Amazon Linux / Ubuntu / Windows)
Amazon
Machine
Learning
Apache Spark
Amazon EMR
Amazon
KinesisAWS Batch Amazon ECS
Amazon
SageMaker
TensorFlowCaffe2 TorchPyTorchCNTK KerasApacheMXNetChainer Gluon
Amazon
Rekognition
Image
Amazon
Polly
Amazon
Lex
Amazon
Comprehend
Amazon
Translate
Amazon
Transcribe
Amazon
Rekognition
Video
![Page 12: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/12.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS ML
Services
Platform
Engines
CPU IoT EdgeInfrastructure GPU
AWS Deep Learning AMI (Amazon Linux / Ubuntu / Windows)
Amazon
Machine
Learning
Apache Spark
Amazon EMR
Amazon
KinesisAWS Batch Amazon ECS
Amazon
SageMaker
TensorFlowCaffe2 TorchPyTorchCNTK KerasApacheMXNetChainer Gluon
Amazon
Rekognition
Image
Amazon
Polly
Amazon
Lex
Amazon
Comprehend
Amazon
Translate
Amazon
Transcribe
Amazon
Rekognition
Video
![Page 13: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/13.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS ML
Services
Platform
Engines
CPU IoT EdgeInfrastructure GPU
AWS Deep Learning AMI (Amazon Linux / Ubuntu / Windows)
Amazon
Machine
Learning
Apache Spark
Amazon EMR
Amazon
KinesisAWS Batch Amazon ECS
Amazon
SageMaker
TensorFlowCaffe2 TorchPyTorchCNTK KerasApacheMXNetChainer Gluon
※ fine-tuning AWS
API
Amazon
Rekognition
Image
Amazon
Polly
Amazon
Lex
Amazon
Comprehend
Amazon
Translate
Amazon
Transcribe
Amazon
Rekognition
Video
![Page 14: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/14.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Rekognition Image
Amazon Rekognition Video
Text-to-Speech Amazon Polly
Speech-to-Text Amazon Transcribe
Amazon Comprehend
Amazon Translate
Amazon Lex
AWS ML Services Portfolio
※ New ! re:Invent 2017
![Page 15: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/15.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Rekognition Image
Amazon Rekognition Video
Text-to-Speech Amazon Polly
Speech-to-Text Amazon Transcribe
Amazon Comprehend
Amazon Translate
Amazon Lex
AWS ML Services Portfolio
※ New ! re:Invent 2017
![Page 16: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/16.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Rekognition Image
Amazon Rekognition Video
Text-to-Speech Amazon Polly
Speech-to-Text Amazon Transcribe
Amazon Comprehend
Amazon Translate
Amazon Lex
AWS ML Services Portfolio
※ New ! re:Invent 2017
![Page 17: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/17.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
API
Amazon
Rekognition
Image
Amazon
Polly
Amazon
Lex
Amazon
Comprehend
Amazon
Translate
Amazon
Transcribe
Amazon
Rekognition
Video
![Page 18: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/18.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Rekognition Image
Amazon
Rekognition
Image
Amazon
Polly
Amazon
Lex
Amazon
Comprehend
Amazon
Translate
Amazon
Transcribe
Amazon
Rekognition
Video
![Page 19: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/19.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Rekognition Image
❏
❏ API
❏
❏
❏
![Page 20: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/20.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Rekognition -
❏
❏ 0 100
Maple
Plant
Villa
Garden
Water
Swimming Pool
Tree
Potted Plant
Backyard
❖
❖
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© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Rekognition -
❏
❖
❖
❖
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© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Rekognition -
❖
❖
❏ 2
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© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Rekognition -
❖
❖
❏ 2
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© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
❏
Rekognition -
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© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
❏
Rekognition -
( DB)
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© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
❏
Rekognition -
( DB)
{ ; }
JSON
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© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Rekognition -
❏ 1 15 100
❏
❏ API
![Page 28: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/28.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Rekognition -
❏
❏
❏ - Explicit Nudity
❖
❖
❖
❖
❖
❏ - Suggestive
❖
❖
❖
![Page 29: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/29.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Rekognition -
❏
❏ IMDb
![Page 30: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/30.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Rekognition -
❏
❏ 50
1 ISO
❏ (@ / $ % - _ + * # )
![Page 31: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/31.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Rekognition Video
Amazon
Rekognition
Image
Amazon
Polly
Amazon
Lex
Amazon
Comprehend
Amazon
Translate
Amazon
Transcribe
Amazon
Rekognition
Video
![Page 32: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/32.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Rekognition Video
![Page 33: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/33.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
❖ JSON
❖ “Timesamp”
❖ JSON
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© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
3
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© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
❏ S3
❖
❖
❖
❖
❖
❖
❖
❏ H.264 .mp4 / .mov
Amazon Rekognition Video
![Page 36: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/36.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
:
![Page 37: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/37.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
:
Amazon Kinesis Video Streams
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© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Rekognition -
![Page 39: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/39.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Polly
Amazon
Rekognition
Image
Amazon
Polly
Amazon
Lex
Amazon
Comprehend
Amazon
Translate
Amazon
Transcribe
Amazon
Rekognition
Video
![Page 40: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/40.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
❏
(Text-To-Speech)
❏
Amazon Polly
![Page 41: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/41.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Polly – Text-to-Speech
![Page 42: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/42.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Market grew by > 20%.
Amazon Polly – Text-to-Speech
![Page 43: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/43.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Market grew by > 20%.Market grew by more
thantwentypercent
Amazon Polly – Text-to-Speech
![Page 44: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/44.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Market grew by > 20%.Market grew by more
thantwentypercent
Amazon Polly – Text-to-Speech
![Page 45: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/45.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Market grew by > 20%.
{ { { { {ˈtwɛn.tipɚ.ˈsɛnt
ˈmɑɹ.kət ˈgɹu baɪ ˈmoʊɹ ˈðæn
Market grew by morethan
twentypercent
Amazon Polly – Text-to-Speech
![Page 46: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/46.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Market grew by > 20%.
{ { { { {ˈtwɛn.tipɚ.ˈsɛnt
ˈmɑɹ.kət ˈgɹu baɪ ˈmoʊɹ ˈðæn
Market grew by morethan
twentypercent
Amazon Polly – Text-to-Speech
![Page 47: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/47.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Market grew by > 20%.
{ { { { {ˈtwɛn.tipɚ.ˈsɛnt
ˈmɑɹ.kət ˈgɹu baɪ ˈmoʊɹ ˈðæn
Market grew by morethan
twentypercent
Amazon Polly – Text-to-Speech
![Page 48: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/48.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Market grew by > 20%.
{ { { { {ˈtwɛn.tipɚ.ˈsɛnt
ˈmɑɹ.kət ˈgɹu baɪ ˈmoʊɹ ˈðæn
Market grew by morethan
twentypercent
Amazon Polly – Text-to-Speech
![Page 49: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/49.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Market grew by > 20%.
{ { { { {ˈtwɛn.tipɚ.ˈsɛnt
ˈmɑɹ.kət ˈgɹu baɪ ˈmoʊɹ ˈðæn
Market grew by morethan
twentypercent
Amazon Polly – Text-to-Speech
![Page 50: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/50.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
❏
(Text-To-Speech)
❏
❏
❏ SSML* Lexicon**
❖ SSML
❖ Lexicon ( )
Amazon Polly
*SSML(Speech Syntheis Language) **Lexicon( )
<lexeme>
<grapheme>Kaja</grapheme>
<grapheme>kaja</grapheme>
<grapheme>KAJA</grapheme>
<phoneme>"kaI.@</phoneme>
</lexeme>
My daughter’s name is Kaja.<speak>
<amazon:effect name="whispered">
</amazon:effect>
</speak>
![Page 51: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/51.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Polly –
Viseme
1
1
❑ ( )
![Page 52: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/52.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
https://youtu.be/T0RMDveyY_g?t=636
Polly – Demo:
![Page 53: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/53.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Polly – 25 52
( ) Naja Mads
( ) Raveena Aditi
Seoyeon
Mizuki Takumi
/ / : :/ :
( ) Chantal
( ) Vitória Ricardo
( ) Joanna Joey
Salli Justin
Kendra Matthow
Kimberly
Ivy
( ) Penélope Miguel
Naja Mads
Lotte Ruben
Céline Mathieu
Marlene Hans
Vicki
Dóra Karl
Carla Giorgio
Liv
Ewa Jacek
Maja Jan
( ) Inês Cristiano
Carmen
Tatyana Maxim
( ) Conchita Enrique
Astrid
Filiz
( ) Amy Brian
Emma
( ) Geraint
Gwyneth
![Page 54: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/54.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Polly –
![Page 55: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/55.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Transcribe
Amazon
Rekognition
Image
Amazon
Polly
Amazon
Lex
Amazon
Comprehend
Amazon
Translate
Amazon
Transcribe
Amazon
Rekognition
Video
![Page 56: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/56.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Transcribe
API( ) -
❏ (Speech-To-Text)
(ASR)
Hello
/Hola
![Page 57: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/57.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Transcribe -
1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0
“Hi, I would like to reschedule my flight to Seattle to later tonight”
3.480 sec
Confidence : 1
6.402 sec
Confidence : 0.95
10.541 sec
Confidence : 1
![Page 58: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/58.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Transcribe -
please extrapolate the projections based on market
growth and segment share can you email it to me once
you are done
Please extrapolate the projections based on market
growth and segment share. Can you email it to me once
you’re done?
![Page 59: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/59.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Transcribe -
Deep Learning based
Speech Recognition
Pre-Processing
Post-Processing
Audio
Transcription
Amazon
Transcribe
![Page 60: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/60.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
:
Transcribe
meetings
(Transcribe) (Amazon ES)(Amazon S3)
![Page 61: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/61.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Comprehend
Amazon
Rekognition
Image
Amazon
Polly
Amazon
Lex
Amazon
Comprehend
Amazon
Translate
Amazon
Transcribe
Amazon
Rekognition
Video
![Page 62: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/62.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Comprehend
❏
(NLP)
❏
❏
![Page 63: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/63.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Comprehend -
![Page 64: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/64.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Comprehend -
![Page 65: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/65.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Comprehend -
![Page 66: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/66.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Comprehend -
❏ Amazon S3 ( )
❖ ( )
❖
![Page 67: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/67.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
:
![Page 68: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/68.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
:
Twitter Comprehend
Amazon Redshift
![Page 69: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/69.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
:
Audio Input
Amazon
S3
Amazon
Lambda
Amazon
Transcribe
Speech-To-Text
Amazon
Comprehend
Amazon
QuickSight
Amazon
Athena
![Page 70: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/70.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Translate
Amazon
Rekognition
Image
Amazon
Polly
Amazon
Lex
Amazon
Comprehend
Amazon
Translate
Amazon
Transcribe
Amazon
Rekognition
Video
![Page 71: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/71.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Translate -
HTML
30
<500 ms
⇄
IAM SSL S3
AWS
CLI
SDK
![Page 72: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/72.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Translate
![Page 73: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/73.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Lex
Amazon
Rekognition
Image
Amazon
Polly
Amazon
Lex
Amazon
Comprehend
Amazon
Translate
Amazon
Transcribe
Amazon
Rekognition
Video
![Page 74: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/74.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Lex
❏
( )
❏ Amazon Alexa
❖(ASR)
❖(NLU)
❏
Facebook Messenger
Slack Kik Twilio SMS
![Page 75: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/75.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Lex - :
BookHotelIntents
intent
![Page 76: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/76.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Lex - :
BookHotelIntents
intent
Utterances
intent
![Page 77: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/77.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Lex - : Utterances
I’d like to book a hotel
I want to make my hotel reservations
I want to book a hotel in New York City
Can you help me book my hotel?
![Page 78: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/78.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Lex - : Slots
Destination AMAZON.US_CITY New York City, Seattle, London, …
Slot Type Values
CheckIn AMAZON.DATE Valid dates
CheckOut AMAZON.DATE Valid dates
![Page 79: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/79.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Lex - : Prompt
I’d like to book a hotel
What date do you check in?
New York City
Sure what city do you want to book?
Nov 30th Check In
11/30/2016
City
New York City
![Page 80: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/80.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Lex - : Fullfillment
AWS Lambda
Integration
Intent slot Lambda
Return to Client
intent slot
![Page 81: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/81.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Lex - :
BookHotelIntents
intent
Fulfillment
intent
Utterances
intent
Slots
Slot intent
Prompt
Slot
![Page 82: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/82.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Lex -
![Page 83: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/83.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Lex - : “BookHotel”
“Book a Hotel in
NYC”
BookHotel
City
CheckIn
CheckOut
(NLU)
Book Hotel
NYC
(ASR)
Book a Hotel
New York City
a
in
Intent/Slot
New York City
Utterance
![Page 84: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/84.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Lex - : “BookHotel”
BookHotel
City New York City
CheckIn
CheckOut“Can I go ahead
with the booking?
Prompt
“When would you check in ?”
No
“When would you
check in ?”Polly(TTS)
![Page 85: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/85.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Lex - : “BookHotel”
“November 30th“
BookHotel
City New York City
CheckIn
CheckOut
“When would you
check in ?”Polly(TTS)
Prompt
“When would you check in ?”
![Page 86: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/86.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Lex - : “BookHotel”
“November 30th“
BookHotel
City New York City
CheckIn
CheckOut
(NLU)(ASR)
Hotel Booking
November 30thNovember 30th
Intent/Slot
November 30th
![Page 87: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/87.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Lex - : “BookHotel”
BookHotel
City New York City
CheckIn
CheckOut“Can I go ahead
with the booking?
Prompt
“When would you check out ?”
No
November 30th
“When would you
check out ?”Polly(TTS)
![Page 88: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/88.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Lex - : “BookHotel”
BookHotel
City New York City
CheckIn
CheckOut“Can I go ahead
with the booking?
No
“December 2nd“
November 30th
“When would you
check out ?”Polly(TTS)
Prompt
“When would you check out ?”
![Page 89: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/89.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Lex - : “BookHotel”
“December 2nd“
BookHotel
City New York City
CheckIn
CheckOut
(NLU)(ASR)
Hotel Booking
December 2ndDecember 2nd
Intent/Slot
December 2nd
November 30th
![Page 90: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/90.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Lex - : “BookHotel”
BookHotel
City New York City
CheckIn
CheckOut December 2nd
“Your hotel is booked
for Nov 30th” Confirmation: “Your hotel is
booked for Nov 30th”
November 30th
Yes
Polly(TTS)
“Can I go ahead
with the booking?
Fullfillment
( )
![Page 91: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/91.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Lex - 8kHz
❏
❏
❖ Amazon Connect
![Page 92: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/92.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Lex - bot Alexa Skill Kit export
❏ Lex Alexa Skill Kit JSON
❖ JSON
![Page 93: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/93.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS ML
Services
Platform
Engines
CPU IoT EdgeInfrastructure GPU
AWS Deep Learning AMI (Amazon Linux / Ubuntu / Windows)
Amazon
Machine
Learning
Apache Spark
Amazon EMR
Amazon
KinesisAWS Batch Amazon ECS
Amazon
SageMaker
TensorFlowCaffe2 TorchPyTorchCNTK KerasApacheMXNetChainer Gluon
Amazon
Rekognition
Image
Amazon
Polly
Amazon
Lex
Amazon
Comprehend
Amazon
Translate
Amazon
Transcribe
Amazon
Rekognition
Video
![Page 94: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/94.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS ML
Services
Platform
Engines
CPU IoT EdgeInfrastructure GPU
AWS Deep Learning AMI (Amazon Linux / Ubuntu / Windows)
Amazon
Machine
Learning
Apache Spark
Amazon EMR
Amazon
KinesisAWS Batch Amazon ECS
Amazon
SageMaker
TensorFlowCaffe2 TorchPyTorchCNTK KerasApacheMXNetChainer Gluon
Amazon
Rekognition
Image
Amazon
Polly
Amazon
Lex
Amazon
Comprehend
Amazon
Translate
Amazon
Transcribe
Amazon
Rekognition
Video
![Page 95: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/95.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
IoT / AWS DeepLens
![Page 96: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/96.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS DeepLens
•
ML
•
DL
• AWS Lambda
• Amazon SageMaker
• Apache MXNet / Tensorflow / Caffe
![Page 97: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/97.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
• Intel Atom Processor
• Gen9 graphics
• Ubuntu OS- 16.04 LTS
• 100 GFLOPS performance
• Dual band Wi-Fi
• 8-GB RAM
• 16-GB storage (eMMC)
• 32-GB SD card
• 4 MP camera with MJPEG
• H.264 encoding at 1080p resolution
• 2 USB ports
• Micro HDMI
• Audio out
• AWS Greengrass preconfigured
• clDNN-optimized for MXNet
• Key Differentiators/Technologies
• Intel cLDNN Library optimized for MXNet
• Intel Deep Learning Deployment Toolkit
AWS DeepLens Specifications
![Page 98: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/98.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS DeepLens
HD video camera
Custom-designed
deep learning
inference engine
Micro-SD
Mini-HDMI
USB
USB
Reset
Audio out
Power
HD
Amazon SageMaker
AWS Lambda
10
![Page 99: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/99.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
A m a z o n S a g e M a k e r
A W S D e e p L e n s
AWS DeepLens 10
![Page 100: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/100.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
![Page 101: AWS · © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 2-H1-1-18 AWS](https://reader035.fdocuments.net/reader035/viewer/2022062505/5bdab5dd09d3f2e83e8d3b48/html5/thumbnails/101.jpg)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
❏ Amazon
❏ AWS 4
❏ API
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