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Similar a ゲーム開発で活用するAWSの機械学習サービスの紹介 (20)
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ゲーム開発で活用するAWSの機械学習サービスの紹介
- 1. © 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.
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- 3. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Global
Infrastructure
& Services
Pre-built
Game Services
& Tools
Content
Creation Tools
Distribution
&
Marketing
- 4. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
- 5. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
•
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- 6. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
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Computer Vision Deep Learning
Sensor Fusion
- 8. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
- 9. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
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- 12. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
1 0
- 14. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
- 15. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Services
Platform
Engines
CPU IoT EdgeInfrastructure GPU
AWS Deep Learning AMI (Amazon Linux / Ubuntu / Windows)
Amazon
Machine
Learning
Apache Spark
Amazon EMR
Amazon
Kinesis
AWS Batch Amazon ECS
Amazon
SageMaker
TensorFlowCaffe2 TorchPyTorchCNTK Keras
Apache
MXNetChainer Gluon
Amazon
Rekognition
Image
Amazon
Polly
Amazon
Lex
Amazon
Comprehend
Amazon
Translate
Amazon
Transcribe
Amazon
Rekognition
Video
- 16. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Services
Amazon
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
Kinesis
AWS Batch Amazon ECS
Amazon
SageMaker
TensorFlowCaffe2 TorchPyTorchCNTK Keras
Apache
MXNetChainer Gluon
- 17. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Services
Platform
Engines
CPU IoT EdgeInfrastructure GPU
AWS Deep Learning AMI (Amazon Linux / Ubuntu / Windows)
Amazon
Machine
Learning
Apache Spark
Amazon EMR
Amazon
Kinesis
AWS Batch Amazon ECS
Amazon
SageMaker
TensorFlowCaffe2 TorchPyTorchCNTK Keras
Apache
MXNetChainer Gluon
Amazon
Rekognition
Image
Amazon
Polly
Amazon
Lex
Amazon
Comprehend
Amazon
Translate
Amazon
Transcribe
Amazon
Rekognition
Video
- 18. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Services
Platform
Engines
CPU IoT EdgeInfrastructure GPU
AWS Deep Learning AMI (Amazon Linux / Ubuntu / Windows)
Amazon
Machine
Learning
Apache Spark
Amazon EMR
Amazon
Kinesis
AWS Batch Amazon ECS
Amazon
SageMaker
TensorFlowCaffe2 TorchPyTorchCNTK Keras
Apache
MXNetChainer Gluon
Amazon
Rekognition
Image
Amazon
Polly
Amazon
Lex
Amazon
Comprehend
Amazon
Translate
Amazon
Transcribe
Amazon
Rekognition
Video
- 19. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Services
Platform
Engines
CPU IoT EdgeInfrastructure GPU
AWS Deep Learning AMI (Amazon Linux / Ubuntu / Windows)
Amazon
Machine
Learning
Apache Spark
Amazon EMR
Amazon
Kinesis
AWS Batch Amazon ECS
Amazon
SageMaker
TensorFlowCaffe2 TorchPyTorchCNTK Keras
Apache
MXNetChainer Gluon
fine-tuning AWS
API
Amazon
Rekognition
Image
Amazon
Polly
Amazon
Lex
Amazon
Comprehend
Amazon
Translate
Amazon
Transcribe
Amazon
Rekognition
Video
- 20. © 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
New !
- 21. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
- 22. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
- 23. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon
Rekognition
Image
Amazon
Polly
Amazon
Lex
Amazon
Comprehend
Amazon
Translate
Amazon
Transcribe
Amazon
Rekognition
Video
- 24. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon
Rekognition
Image
Amazon
Polly
Amazon
Lex
Amazon
Comprehend
Amazon
Translate
Amazon
Transcribe
Amazon
Rekognition
Video
- 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.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
- 28. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
blog) https://aws.amazon.com/jp/blogs/news/asset-library-rekognition-game
• painter’s pallet( )
• Amazon
Rekognition Amazon Machine
Learning API
• 5,000
55 →3
•
https://github.com/AmazonGam
eTech/AWSTextureML
- 29. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
- 31. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
❏
❖
❖
❖
- 32. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
johnf
❖
❖
❏ 2
- 33. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
❖
❖
❏ 2
- 34. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
❏
❏ 1 100
( DB)
- 35. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
❏
❏ 1 100
( DB)
{ ; }
JSON
- 36. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
❏
❏ IMDb
- 37. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
❏
❏ 50
1 ISO
❏ (@ / $ % - _ + * # )
- 38. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
❏
❏
❏ - Explicit Nudity
❖
❖
❖
❖
❖
❏ - Suggestive
❖
❖
❖
- 39. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Source: BreakawaySource: Reddit
•
•
- 40. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
•
•
•
•
- 41. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon
Rekognition
Image
Amazon
Polly
Amazon
Lex
Amazon
Comprehend
Amazon
Translate
Amazon
Transcribe
Amazon
Rekognition
Video
- 42. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
•
•
•
- 43. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
❖ JSON
❖ “Timesamp”
❖ JSON
- 44. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
❏ S3
❖
❖
❖
❖
❖
❖
❖
❏ H.264 .mp4 / .mov
- 45. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
- 46. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
- 47. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
- 48. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon
Rekognition
Image
Amazon
Polly
Amazon
Lex
Amazon
Comprehend
Amazon
Translate
Amazon
Transcribe
Amazon
Rekognition
Video
- 49. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
❏
(Text-To-Speech)
❏
❏
❏ SSML* Lexicon**
❖ SSML
❖ Lexicon ( )
*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>
- 50. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Viseme
1
1
( )
- 51. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
https://youtu.be/T0RMDveyY_g?t=636
- 52. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
( ) 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
- 53. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
- 54. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
•
•
•
- 55. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon
Rekognition
Image
Amazon
Polly
Amazon
Lex
Amazon
Comprehend
Amazon
Translate
Amazon
Transcribe
Amazon
Rekognition
Video
- 56. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
API( ) -
(Speech-To-Text)
(ASR)
Hello/
Hola
- 57. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
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?
- 58. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon
Rekognition
Image
Amazon
Polly
Amazon
Lex
Amazon
Comprehend
Amazon
Translate
Amazon
Transcribe
Amazon
Rekognition
Video
- 59. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
❏
(NLP)
❏
❏
- 60. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
- 61. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
- 62. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
- 63. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
❏ Amazon S3 ( )
❖ ( )
❖
- 64. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
- 65. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
- 66. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Abusive Intent
SNS
* Amazon Translate
- 67. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
JSON
Amazon
Comprehend
REST API
- 68. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
> 50%? > 75%?
> 50%?
1
2
3
YES YES
NO
YES
NO
NO
> 50%?
YES
NO
> 50%?
NO
< 50%?
YES
YES
NO
- 69. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
REST API
JSONAmazon
Comprehend
?
NO
YES
%>
- 70. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
- 71. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon
Rekognition
Image
Amazon
Polly
Amazon
Lex
Amazon
Comprehend
Amazon
Translate
Amazon
Transcribe
Amazon
Rekognition
Video
- 72. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Comprehend
IAM SSL S3
AWS
CLI
SDK
RoI
- 73. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
- 74. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.https://aws.amazon.com/jp/blogs/machine-learning/translate-a-chat-channel-using-amazon-translate/
- 75. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
•
•
- 76. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon
Rekognition
Image
Amazon
Polly
Amazon
Lex
Amazon
Comprehend
Amazon
Translate
Amazon
Transcribe
Amazon
Rekognition
Video
- 77. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
❏
❏ Amazon Alexa
❖
(ASR)
❖
(NLU)
❏
Facebook Messenger
Slack Kik Twilio SMS
- 78. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
BookHotel
Intents
intent
- 79. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
BookHotel
Intents
intent
Utterances
intent
- 80. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
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?
- 81. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
- 82. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
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
- 83. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
AWS Lambda
Integration
q
Intent slot Lambda
Return to
Client
q intent slot
q
- 84. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
BookHotel
Intents
intent
Fulfillment
intent
Utterances
intent
Slots
Slot intent
Prompt
Slot
- 85. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
- 86. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Alexa, ask Ghost to equip my most
powerful weapon.
Alexa
Alexa
• Destiny 2 Ghost Skill
Destiny 2 Alexa Skill
- 87. © 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
New !
- 88. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
- 89. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Services
Platform
Engines
CPU IoT EdgeInfrastructure GPU
AWS Deep Learning AMI (Amazon Linux / Ubuntu / Windows)
Amazon
Machine
Learning
Apache Spark
Amazon EMR
Amazon
Kinesis
AWS Batch Amazon ECS
Amazon
SageMaker
TensorFlowCaffe2 TorchPyTorchCNTK Keras
Apache
MXNetChainer Gluon
Amazon
Rekognition
Image
Amazon
Polly
Amazon
Lex
Amazon
Comprehend
Amazon
Translate
Amazon
Transcribe
Amazon
Rekognition
Video
- 90. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon SageMaker
- 91. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
SageMaker
- 92. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon SageMaker
- 93. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
ML/DL/
1
Amazon SageMaker
- 94. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
ML/DL/
1
Amazon SageMaker
- 95. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
$
Amazon SageMaker
- 96. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
❏
❏
❏
❏
❏
- 97. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
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- 98. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
- 99. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.