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© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Building Online Communities Without
Language Barriers
Yoni Friedman
Sr. Product Manager, Amazon
Translate
Amazon Web Services -- AI
A I M 3 3 9
Kashif Imran
Sr. Solutions Architect
Amazon Web Services -- AI
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Local is the new Normal
Prefer content in their own language51%
55%Can’t read – Won’t buy!
Prefer a personalized purchasing experience80%
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Market &
Sell
Support &
Serve
Learn &
Improve
Awar en ess
Pur ch ase
Opt im ize
Mon it or
DeliverMain t ain
Your Organization in the Global Economy
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Existing Localization Methods are Not Scalable
Labor
intensive
Time
consuming
Expensive
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
At Amazon,
Machine Translation has
been a critical enabler for
reaching new audiences
product listings | customer support | vendor/seller communications | product documentation
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Enter: Neural Machine Translation
Contextual
Full Sentences
Fluent
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
A “Pocket” Knife on Amazon.de
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
A Customer Wrote:
Really a very good Pocket knife. Had yesterday after breakfast
something poppy hang between the teeth. Because I once again
found no toothpicks, I ordered mine without further ADO this
pocket knife. The integrated toothpick (Nr. 3) is very stable
and very quickly I could clean my teeth. Super! To the rest I
can tell nothing unfortunately because I him not be emergency.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
The Amazon Translate Version:
“Really a very good pocket knife. Had a little poppy
between the teeth yesterday after breakfast. Since I
didn’t find a toothpick again, I ordered this pocket
knife shortly. The integrated toothpick (No.3) is very
stable and I could clean my teeth very quickly. Great!
I can’t say anything about the rest because I don’t
need it.”
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
A Paradigm Shift in Numbers
Dozens to hundreds of words per
second vs. ~4 per minute for human
Speed
Neural MT is nearing human parity
based on human evaluations
Quality
Neural MT costs ~0.05% of human
translation on average
Cost
Speed Cost Quality
x300 x1500
80%
to
90%
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
21 Languages
417 Combinations
Key Features
Real-time
< 500ms / sentence on average
< 150ms / short form
XML Tag Handling
Maintains styling and formatting
through translation
< /
>
Data Security
Data ownership
Encryption
Access Management
Ease of Use
Simple API calls and partner
solutions
Custom Terminology
Named entities override
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Local is the New Normal. What now?
Share of worldwide digital content
Customers want
• Enterprise knowledge
• Search media assets
• Subtitling & captioning
• e-commerce / inventory
• Contact center
communication
• Customer analytics
• Multilingual
communications
• Global publishing
• Operations &
compliance
• UI
• Marketing materials
• Regulatory filings
• Product documentation
Currently
localized
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Problem
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Problem
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Solution
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Architecture
Chat Translation App
Twitch
Other Chat ClientsGet Messages
Synthesize Speech
Send Messages
Get Translation
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Twitch API
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Translate API
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Architecture for Chat Provider
Chat Client
Other Chat Clients
Get Messages
Synthesize Speech
Send Messages
Get Translation
Synthesize Speech
Edge
PubSub
- Validate
Chat
Message
- Get
message
translated
- Get
synthesized
speech
Chat Server
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
More conversations
More activity per session
Higher monetization
Friend referrals
What Kind of Customer Behavior Changes Do We
Expect?
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Live Captioning
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Multilingual
Catalogue /
Inventory
Multilingual Is The New
Normal.
(Use Amazon Translate)
Thank you!
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Yoni Friedman
Yonfri@amazon.com
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.

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Building Online Communities Without Language Barriers

  • 1.
  • 2. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Building Online Communities Without Language Barriers Yoni Friedman Sr. Product Manager, Amazon Translate Amazon Web Services -- AI A I M 3 3 9 Kashif Imran Sr. Solutions Architect Amazon Web Services -- AI
  • 3. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Local is the new Normal Prefer content in their own language51% 55%Can’t read – Won’t buy! Prefer a personalized purchasing experience80%
  • 4. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Market & Sell Support & Serve Learn & Improve Awar en ess Pur ch ase Opt im ize Mon it or DeliverMain t ain Your Organization in the Global Economy
  • 5. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Existing Localization Methods are Not Scalable Labor intensive Time consuming Expensive
  • 6. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. At Amazon, Machine Translation has been a critical enabler for reaching new audiences product listings | customer support | vendor/seller communications | product documentation
  • 7. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Enter: Neural Machine Translation Contextual Full Sentences Fluent
  • 8. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. A “Pocket” Knife on Amazon.de
  • 9. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. A Customer Wrote: Really a very good Pocket knife. Had yesterday after breakfast something poppy hang between the teeth. Because I once again found no toothpicks, I ordered mine without further ADO this pocket knife. The integrated toothpick (Nr. 3) is very stable and very quickly I could clean my teeth. Super! To the rest I can tell nothing unfortunately because I him not be emergency.
  • 10. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. The Amazon Translate Version: “Really a very good pocket knife. Had a little poppy between the teeth yesterday after breakfast. Since I didn’t find a toothpick again, I ordered this pocket knife shortly. The integrated toothpick (No.3) is very stable and I could clean my teeth very quickly. Great! I can’t say anything about the rest because I don’t need it.”
  • 11. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. A Paradigm Shift in Numbers Dozens to hundreds of words per second vs. ~4 per minute for human Speed Neural MT is nearing human parity based on human evaluations Quality Neural MT costs ~0.05% of human translation on average Cost Speed Cost Quality x300 x1500 80% to 90%
  • 12. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 13. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 21 Languages 417 Combinations Key Features Real-time < 500ms / sentence on average < 150ms / short form XML Tag Handling Maintains styling and formatting through translation < / > Data Security Data ownership Encryption Access Management Ease of Use Simple API calls and partner solutions Custom Terminology Named entities override
  • 14. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Local is the New Normal. What now? Share of worldwide digital content Customers want • Enterprise knowledge • Search media assets • Subtitling & captioning • e-commerce / inventory • Contact center communication • Customer analytics • Multilingual communications • Global publishing • Operations & compliance • UI • Marketing materials • Regulatory filings • Product documentation Currently localized
  • 15. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 16. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 17. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Problem
  • 18. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Problem
  • 19. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Solution
  • 20. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 21. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Architecture Chat Translation App Twitch Other Chat ClientsGet Messages Synthesize Speech Send Messages Get Translation
  • 22. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Twitch API
  • 23. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Translate API
  • 24. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Architecture for Chat Provider Chat Client Other Chat Clients Get Messages Synthesize Speech Send Messages Get Translation Synthesize Speech Edge PubSub - Validate Chat Message - Get message translated - Get synthesized speech Chat Server
  • 25. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. More conversations More activity per session Higher monetization Friend referrals What Kind of Customer Behavior Changes Do We Expect?
  • 26. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 27. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Live Captioning
  • 28. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Multilingual Catalogue / Inventory
  • 29. Multilingual Is The New Normal. (Use Amazon Translate)
  • 30. Thank you! © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Yoni Friedman Yonfri@amazon.com
  • 31. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.