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Lessons Learned
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Classroom Contents
How We Built a Highly Scalable Machine Learning Platform Using Apache Mesos
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- 1 Intro
- 2 Machine Translation quality improvements
- 3 Adaptive Machine Translation idea
- 4 Update Example - EngFra
- 5 Update Example: Translation Model Adaptation
- 6 Neural MT in the Cloud
- 7 How can we do this?
- 8 What we had before?
- 9 A new platform
- 10 Architecture evolution
- 11 Lessons Learned
- 12 Cost efficient
- 13 Security
- 14 Platform high availability
- 15 Resource allocation
- 16 Releases are not as easy as expected
- 17 Investigations become more complex
- 18 Independent microservices
- 19 Periodically reevaluate assumptions
- 20 Future improvements
- 21 Demo Time!
