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Building Your Smart Applications
with Amazon AI
Julien Simon, AI Evangelist, EMEA
@julsimon
https://medium.com/@julsimon
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Put Machine Learning in the hands
of every developer and data scientist
Our mission
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Application
Services
Platform
Services
Frameworks
&
Infrastructure
API-driven services: Vision & Language Services, Conversational Chatbots
Deploy machine learning models with high-performance machine learning
algorithms, broad framework support, and one-click training, tuning, and
inference.
Develop sophisticated models with any framework, create managed, auto-
scaling clusters of GPUs for large scale training, or run inference on trained
models.
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Application
Services
API-driven services: Vision & Language Services, Conversational Chatbots
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon
Rekognition
Object and scene detection
Facial analysis
Face comparison
Celebrity recognition
Image moderation
Text in image
Amazon Rekognition: image content
Amazon Rekognition Video: video content
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon Polly
“Hejsan! Jag
heter Astrid och
läser upp det som
skrivs här.”
Amazon Polly: text to speech
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon Translate
Real-time
translation
Powered by deep
learning
12 Language pairs
(more to come)
Language detection
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Available in
preview
today
Support for
telephony audio
Timestamp
generation
Intelligent
punctuation and
formatting
Recognize
multiple
speakers
Custom
vocabulary
Multiple
languages
Amazon Transcribe: speech to text
Amazon Comprehend: NLP
Discover valuable insights from text
Entities
Key Phrases
Language
Sentiment
Amazon
Comprehend
Amazon Comprehend: topic modeling
STORM
WORLD SERIES
STOCK MARKET
WASHINGTON
LIBRARY OF
NEWS ARTICLES *
Amazon
Comprehend
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Lex Bots
Salesforce
Microsoft Dynamics
Marketo
Zendesk
Web
Devices
Apps
Facebook Messenger,
Slack,
Amazon
Connect
Mobile
Mobile Hub
integration
Quickbooks
Amazon Lex: chatbots
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
DEMO
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Platform
Services
Deploy machine learning models with high-performance machine learning
algorithms, broad framework support, and one-click training, tuning, and
inference.
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
End-to-End
Machine Learning
Platform
Zero setup Flexible Model
Training
Pay by the second
$
Amazon SageMaker
Build, train, and deploy machine learning models at scale
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Highly-optimized
machine learning
algorithms
BuildPre-built
notebook
instances
Amazon SageMaker
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Highly-optimized
machine learning
algorithms
One-click training
for ML, DL, and
custom algorithms
BuildPre-built
notebook
instances
Easier training with
hyperparameter
optimization
Train
Amazon SageMaker
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
One-click training
for ML, DL, and
custom algorithms
Easier training with
hyperparameter
optimization
Highly-optimized
machine learning
algorithms
Deployment
without
engineering effort
Fully-managed
hosting at scale
BuildPre-built
notebook
instances
Deploy
Train
Amazon SageMaker
DEMO
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Frameworks
&
Infrastructure
Develop sophisticated models with any framework, create managed, auto-
scaling clusters of GPUs for large scale training, or run inference on trained
models.
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon EC2 P3 Instances
• Up to eight NVIDIA Tesla V100 GPUs
• 1 PetaFLOPs of computational performance
– 14x better than P2
• 300 GB/s GPU-to-GPU communication (NVLink)
– 9X better than P2
• 16GB GPU memory with 900 GB/sec peak GPU memory bandwidth
T h e f a s t e s t , m o s t p o w e r f u l G P U i n s t a n c e s i n t h e c l o u d
Amazon EC2 C5 instances
AVX 512
72 vCPUs
“Skylake”
144 GiB memory
C5
12 Gbps to EBS
2X vCPUs
2X performance
3X throughput
2.4X memory
C4
36 vCPUs
“Haswell”
4 Gbps to EBS
60 GiB memory
C5: N e xt Ge ne r a t io n
Co m p ut e -O p t im iz e d
I nst a nce s w it h
I nt e l® Xe o n® S ca la b le P r o ce sso r
A WS Co m p ut e o p t im iz e d
inst a nce s sup p o r t t he ne w
I nt e l® A VX-512 a d va nce d
inst r uct io n se t , e na b ling y o u t o
m o r e e f f icie nt ly r un ve ct o r
p r o ce ssing w o r klo a d s w it h
sing le a nd d o ub le f lo a t ing
p o int p r e cisio n, such a s
A I /m a chine le a r ning o r v id e o
p r o ce ssing .
AWS Deep Learning AMI
• Easy-to-launch tutorials
• Hassle-free setup and configuration
• Pay only for what you use
• Accelerate your model training and deployment
• Support for popular deep learning frameworks
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
A new way to learn
Custom built for deep learning
Broad Framework Support
Deploy models from Amazon SageMaker
Integrated with AWS
Full programmable with AWS Lambda
AWS DeepLens
W o r l d ’ s f i r s t d e e p l e a r n i n g e n a b l e d v i d e o c a m e r a f o r d e v e l o p e r s
DEMO
FRAMEWORKS AND INTERFACES
PLATFORM SERVICES
APPLICATION SERVICES
Amazon
Rekognition
Amazon Polly Amazon Lex
Democratization of AI
Amazon
Rekognition Video
Amazon Transcribe
Amazon Comprehend
Amazon SageMaker AWS DeepLens Amazon EMR
Deep Learning AMI
Amazon Translate
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Resources
https://aws.amazon.com/machine-learning
https://aws.amazon.com/blogs/ai
Thank you!
Julien Simon, AI Evangelist, EMEA
@julsimon
https://medium.com/@julsimon

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Building Your Smart Applications with Amazon AI.pdf

  • 1. Building Your Smart Applications with Amazon AI Julien Simon, AI Evangelist, EMEA @julsimon https://medium.com/@julsimon
  • 2. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Put Machine Learning in the hands of every developer and data scientist Our mission
  • 3. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Application Services Platform Services Frameworks & Infrastructure API-driven services: Vision & Language Services, Conversational Chatbots Deploy machine learning models with high-performance machine learning algorithms, broad framework support, and one-click training, tuning, and inference. Develop sophisticated models with any framework, create managed, auto- scaling clusters of GPUs for large scale training, or run inference on trained models.
  • 4. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Application Services API-driven services: Vision & Language Services, Conversational Chatbots
  • 5. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Rekognition Object and scene detection Facial analysis Face comparison Celebrity recognition Image moderation Text in image Amazon Rekognition: image content
  • 7. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Polly “Hejsan! Jag heter Astrid och läser upp det som skrivs här.” Amazon Polly: text to speech
  • 8. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Translate Real-time translation Powered by deep learning 12 Language pairs (more to come) Language detection
  • 9. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Available in preview today Support for telephony audio Timestamp generation Intelligent punctuation and formatting Recognize multiple speakers Custom vocabulary Multiple languages Amazon Transcribe: speech to text
  • 10. Amazon Comprehend: NLP Discover valuable insights from text Entities Key Phrases Language Sentiment Amazon Comprehend
  • 11. Amazon Comprehend: topic modeling STORM WORLD SERIES STOCK MARKET WASHINGTON LIBRARY OF NEWS ARTICLES * Amazon Comprehend
  • 12. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Lex Bots Salesforce Microsoft Dynamics Marketo Zendesk Web Devices Apps Facebook Messenger, Slack, Amazon Connect Mobile Mobile Hub integration Quickbooks Amazon Lex: chatbots
  • 13. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. DEMO
  • 14. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Platform Services Deploy machine learning models with high-performance machine learning algorithms, broad framework support, and one-click training, tuning, and inference.
  • 15. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. End-to-End Machine Learning Platform Zero setup Flexible Model Training Pay by the second $ Amazon SageMaker Build, train, and deploy machine learning models at scale
  • 16. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Highly-optimized machine learning algorithms BuildPre-built notebook instances Amazon SageMaker
  • 17. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Highly-optimized machine learning algorithms One-click training for ML, DL, and custom algorithms BuildPre-built notebook instances Easier training with hyperparameter optimization Train Amazon SageMaker
  • 18. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. One-click training for ML, DL, and custom algorithms Easier training with hyperparameter optimization Highly-optimized machine learning algorithms Deployment without engineering effort Fully-managed hosting at scale BuildPre-built notebook instances Deploy Train Amazon SageMaker
  • 19. DEMO
  • 20. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Frameworks & Infrastructure Develop sophisticated models with any framework, create managed, auto- scaling clusters of GPUs for large scale training, or run inference on trained models.
  • 21. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon EC2 P3 Instances • Up to eight NVIDIA Tesla V100 GPUs • 1 PetaFLOPs of computational performance – 14x better than P2 • 300 GB/s GPU-to-GPU communication (NVLink) – 9X better than P2 • 16GB GPU memory with 900 GB/sec peak GPU memory bandwidth T h e f a s t e s t , m o s t p o w e r f u l G P U i n s t a n c e s i n t h e c l o u d
  • 22. Amazon EC2 C5 instances AVX 512 72 vCPUs “Skylake” 144 GiB memory C5 12 Gbps to EBS 2X vCPUs 2X performance 3X throughput 2.4X memory C4 36 vCPUs “Haswell” 4 Gbps to EBS 60 GiB memory C5: N e xt Ge ne r a t io n Co m p ut e -O p t im iz e d I nst a nce s w it h I nt e l® Xe o n® S ca la b le P r o ce sso r A WS Co m p ut e o p t im iz e d inst a nce s sup p o r t t he ne w I nt e l® A VX-512 a d va nce d inst r uct io n se t , e na b ling y o u t o m o r e e f f icie nt ly r un ve ct o r p r o ce ssing w o r klo a d s w it h sing le a nd d o ub le f lo a t ing p o int p r e cisio n, such a s A I /m a chine le a r ning o r v id e o p r o ce ssing .
  • 23. AWS Deep Learning AMI • Easy-to-launch tutorials • Hassle-free setup and configuration • Pay only for what you use • Accelerate your model training and deployment • Support for popular deep learning frameworks
  • 24. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. A new way to learn Custom built for deep learning Broad Framework Support Deploy models from Amazon SageMaker Integrated with AWS Full programmable with AWS Lambda AWS DeepLens W o r l d ’ s f i r s t d e e p l e a r n i n g e n a b l e d v i d e o c a m e r a f o r d e v e l o p e r s
  • 25. DEMO
  • 26. FRAMEWORKS AND INTERFACES PLATFORM SERVICES APPLICATION SERVICES Amazon Rekognition Amazon Polly Amazon Lex Democratization of AI Amazon Rekognition Video Amazon Transcribe Amazon Comprehend Amazon SageMaker AWS DeepLens Amazon EMR Deep Learning AMI Amazon Translate
  • 27. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Resources https://aws.amazon.com/machine-learning https://aws.amazon.com/blogs/ai
  • 28. Thank you! Julien Simon, AI Evangelist, EMEA @julsimon https://medium.com/@julsimon