DLIもくもく会　で発表した資料です

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3 0 0 92/08
LJ D I S

2. Who am I ?
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•
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• HPC CAE (GPU/FPGA)
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• SIer
• Web CTO
• SIer
•

3. GPU on AWS

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2017/10/26

6. P3
• NVIDIA GPU Tesla V100 GPU-
based
• GPU
NVIDIA Roadmap
GTC 2017
7

7. Deep Learning AMI
• Deep Learning
AMI
• Ubuntu Amazon Linux
Windows 3
• Chainer
• Tensorflow 1.5
AWS Deep Learning AMI
MXNet TensorFlow Caffe & Caffe2
Theano Cognitive Toolkit Torch
Chainer
Nvidia CUDA & cuDNN Python 2 & Python 3
Intel MKL Anaconda
Amazon EC2 (Amazon Linux / Ubuntu)
8
Keras
!
!

8. NVIDIA Volta Deep Learning AMI
https://aws.amazon.com/marketplace/pp/B076K31M1S
https://docs.nvidia.com/deeplearning/ngc/ngc-aws-setup-guide/launching-vm-instance-from-console.html
CUDA9, nvidia-docker AMI
nvidia-docker
NVIDIA GPU Cloud Docker
Docker

9. Amazon SageMaker

10. Background: ML
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•
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11. Machine Learning Process
Batch / Real
time

12. Machine Learning Process
Batch / Real
time

13. Machine Learning Process
Batch / Real
time AWS
AWS ETL
Amazon Mechanical Turk

14. Machine Learning Process
Batch / Real
time AWS
AWS ETL
Amazon Mechanical TurkAWS ML

15. Machine Learning Process
Batch / Real
time AWS
AWS ETL
Amazon Mechanical TurkAWS ML
AWS

16. Machine Learning Process
Batch / Real
time EMR
Athena QuickSight
S3
Glue
Redshift
SageMaker
Kinesis

17. Amazon SageMaker
•
API

18. $
Amazon SageMaker

19. Amazon SageMaker

20. Amazon SageMaker
ML/DL/
1

21. Amazon SageMaker
ML/DL/
1

22. Amazon SageMaker
• r
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•
• A
• A
A A
c
• A
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23. Amazon SageMaker
• r
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• A
A A
c
• A
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• A
• A
B A
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24. P2(K80) P2(K80)/P3(V100) P2(K80)/P3(V100)

25. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
2
• t2.medium 250
• m4.xlarge 50
• m4.xlarge 125
https://aws.amazon.com/jp/sagemaker/pricing/

27. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
/ 2
PREVIEW
AVAILABLE
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• FLNG A eA
• S I Xf FT
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• W a
• U
(Lambda)
AWS
https://aws.amazon.com/jp/greengrass/ml/

28. P2(K80) P2(K80)/P3(V100) P2(K80)/P3(V100)

29. Greengrass ML Inference

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31. •
• Broad framework
• Amazon SageMaker
• AWS
• AWS Lambda
AWS DeepLens

33. ML/AI
https://jawsdays2018.jaws-ug.jp/

34. [AI/ML] [ ]
ABEJA SKYDISC AWSJ ( )
[AI/ML] P3 Deep Learning
DMM.com
[AI/ML] AWS
Rescale
[IoT] AWS
ABEJA

35. https://www.nvidia.com/en-us/gtc/

36. https://aws.amazon.com/jp/summits/tokyo-osaka-2018/