2018/8/24 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.
L
• I
•
•
• S P
• M
• e
•

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.
•
•
•
•
•
•
•
•
•
•
•
•
•
•
•
•
20

6. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.

7. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
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.
19 1.1- /:8 ) ( -8- :9 :A1 / : 0 1 1 2: :2 - 31 3-81 /:8 -9 1
0 0 :2 1 A: 0 - 31 3-81 /:8 -9 1
1 % 0 A / :22 :-0 :9 91 3-8 93 92 - / 1
- : ,8- :9 3 -9 / : 0 /:8 93 1 : /1
rlps emo % 0 ut
kh k e kdh ah f ,8- :9 ns h b
kcg k i d b
2 5

10. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
(,+ 2 8W
5S2A W 5 2 S2A W 5 8 SG 2C2W 5 A 2 W
(,+ 1) 0 4 6 8 3
A 2
3 ( 2
J 2 2 J 2
A
3 2 J 3 2 2 2 2
2e
3 3
S2A W d
2 2W
l
2 W
(,+ 1) 0
*0 1 , )

11. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
yfzn uo z xx o
(& -yg )&
/+agb chfvl stpm e
din uokpw r
1SH UT A4B
1SH UT E 3
1FB 1 U B HRPTN
1FB 5RHX P UHK
2HRHT PTN
1SH UT B B
1FB 9KLT P
1 LXX
HTHNLSLT
1SH UT
AU L +)
1SH UT
5RHX P3H OL
1SH UT B5B
1FB
3RU K6UWSH PUT
1FB 4PWL
3UTTL
1FB 5RHX P
2LHTX HRQ
7U 3RU K
1SH UT BF6
1SH UT
ALKXOPM
1SH UT
7RH PLW
1SH UT
4 THSU 42
1SH UT
3RU KBLHW O
1FB B UWHNL
7H L H
1FB 4H H
PVLRPTL
1SH UT
3RU KCWHPR
1SH UT
3RU K8B
1SH UT
FUWQBVH LX
1SH UT
PTLXPX
1SH UT 5RHX P
CWHTX UKLW
1SH UT
1VVB WLHS
1FB VXFUWQX
1FB B
1SH UT 3UTMPN
1SH UT 3UNTP U
1SH UT UIPRL
1THR P X
1SH UT 53(
3UT HPTLW BLW P L
1SH UT A4B
MUW 1 WUWH
1SH UT HSIKH
1SH UT FUWQ4U X
1FB 4PWL UW
BLW P L
1FB 3UKL3USSP
1FB 3UKL PVLRPTL
1SH UT 56B
1SH UT 1 9 7H L H
1SH UT FUWQ HPR
1SH UT H OPTL
LHWTPTN
1FB 4L P L 6HWS
1FB F16
1SH UT
5RHX P XLHW O BLW P L
1SH UT @ P QBPNO
1FB 9SVUW 5 VUW BTU IHRR
1SH UT PTLXPX 6PWLOUXL
1SH UT A4B MUW HWPH42
1SH UT 9TXVL UW
1FB 4H HIHXL
PNWH PUT BLW P L
1FB 9UC
1SH UT 53( 3UT HPTLW
ALNPX W
1SH UT PTLXPX 1THR P X
1FB UIPRL 8 I
1FB 5 A
1SH UT 3RU KFH O
1SH UT 6 B
1FB 9SVUW 5 VUW
CW X LK 1K PXUW 1FB BLW P L 3H HRUN
1FB 3UKL4LVRU
1SH UT 3RU KFH O UNX
+ +
( &
+/
(
,
-((
1FB WNHTP H PUTX
1SH UT @ P QXPNO
1FB X LV M T PUTX
1SH UT L
1SH UT URR
1SH UT ALQUNTP PUT
1FB 7WLLTNWHXX
1SH UT 53( LRHX P 7 D
1SH UT 53( 6 71 6
1SH UT 53( (
1FB 2H O
1SH UT PNO XHPR
HSIKH05KNL
2RU
1 WUWH P O UX NWLB@
USVHIPRP
1FB UKL2 PRK
1FB G WH
1FB BTU IHRR 5KNL
1SH UT PTVUPT
1FB BOPLRK
3RU K H O 5 LT X
1FB 7R L
1SH UT PTVUPT
& -

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

13. Amazon GDC

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.

30. Amazon GDC

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.
7 A5CC ehL N
:DDA 6 D 042
& /5D515 8 T
5 aS bg
0/. # 875A
05 83A5 C T
5G 05 8 487: 2 :D
c

98. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.

99. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.