딥러닝@EDM페스티발 누가누가 잘 노나? 김태웅/kdog

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/kdog
#gbiz #tech_innovator #tport # _
@EDM
?

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MMORPG
/
ISP( )
5

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-
-
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- Q&A

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5. A.I.
Machine Learning
Deep Learning

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Model training Inference
Deep Learning
Data

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•
• .
• ( )
•
Large, annotated
dataset
Training set
Validation set
Training
Validate

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!

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10. © 2018, Amazon Web Services, Inc. or your friend. All rights unreserved.
DeepLens
...
(?)

11. © 2018, Amazon Web Services, Inc. or your friend. All rights unreserved.
PLATFORM SERVICES
APPLICATION SERVICES
FRAMEWORKS & INTERFACES
Caffe2 CNTK
Apache
MXNet
PyTorch TensorFlow Chainer Keras Gluon
AWS Deep Learning AMIs
Amazon SageMaker
Amazon
Rekognition
Amazon
Transcribe
Amazon
Translate
Amazon Polly
Amazon
Comprehend
Amazon Lex
AWS
DeepLens
EDUCATION
The Amazon Machine Learning stack

12. © 2018, Amazon Web Services, Inc. or your friend. All rights unreserved.
ARTISTIC STYLE TRANSFER
OBJECT DETECTION FACE DETECTIONHOT DOG / NOT HOT DOG
CAT VS. DOG
ACTIVITY DETECTION
- Amazon SageMaker
HEAD POSE DETECTION

13. © 2018, Amazon Web Services, Inc. or your friend. All rights unreserved.
DeepLens
• 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
• Intel clDNN Optimized for MXNet

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AWS

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16. © 2018, Amazon Web Services, Inc. or your friend. All rights unreserved.
Video out
Data out
I n f e r e n c e
D e p l o y p r o j e c t s
Manage device
Security
Console Project
Management
AWS Cloud
Intel: Model Optimizer
cIDNN and
Driver

17. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
(?)

18. © 2018, Amazon Web Services, Inc. or your friend. All rights unreserved.
EDM
.
.
.
.

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20. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.

21. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon
Rekognition
image
Inference
Lambda
Amazon
S3 Bucket
Amazon
DynamoDB
Amazon
SageMaker
&
AWS
DeepLens
console
Amazon
S3 Bucket
Recognize
emotions
Lambda
Training/validation data
Project (model + Lambda)
Cropped face images
Cropped face
images
Push / write
emotions
scores
AWS DeepLens
Cloud
Amazon
CloudWatch
Detected
emotions
Face
Detection

22. © 2018, Amazon Web Services, Inc. or your friend. All rights unreserved.
S3

23. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon
S3 Bucket
Amazon
SageMaker
&
AWS
DeepLens
console
Training/validation data
Project (model + Lambda)
AWS DeepLens
Cloud

24. © 2018, Amazon Web Services, Inc. or your friend. All rights unreserved.
S3

25. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Inference
Lambda
Amazon
S3 Bucket
Amazon
SageMaker
&
AWS
DeepLens
console
Amazon
S3 Bucket
Training/validation data
Project (model + Lambda)
Cropped face images
AWS DeepLens
Cloud
Face
Detection

26. © 2018, Amazon Web Services, Inc. or your friend. All rights unreserved.

27. © 2018, Amazon Web Services, Inc. or your friend. All rights unreserved.

28. © 2018, Amazon Web Services, Inc. or your friend. All rights unreserved.

29. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon
Rekognition
image
Inference
Lambda
Amazon
S3 Bucket
Amazon
DynamoDB
Amazon
SageMaker
&
AWS
DeepLens
console
Amazon
S3 Bucket
Recognize
emotions
Lambda
Training/validation data
Project (model + Lambda)
Cropped face images
Cropped face
images
Push / write
emotions
scores
AWS DeepLens
Cloud
Amazon
CloudWatch
Detected
emotions
Face
Detection

30. ^^
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
/kdog
iam@awesome-k.dog