Machine Learning system architecture – Microsoft Translator, a Case Study : Vishal chowdhary Strata 2014
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The document presents a case study on the architecture of Microsoft Translator, outlining its translation APIs and the use of statistical models for machine learning. It addresses common problems and showcases solutions related to data acquisition, training, and evaluation processes. The information is intended for informational purposes, reflecting the current views of Microsoft as of the presentation date.
Machine Learning system architecture – Microsoft Translator, a Case Study : Vishal chowdhary Strata 2014
- 1. Machine LearningSystem Architecture Microsoft Translator, a Case Study. Vishal Chowdhary (@talktovishal, vishalc@microsoft)
- 5. Outline
- 8. Translation APIs and UX TranslationEngine Distributed Runtime HPC/HadoopCluster Bing IndexPublic corpora Train statisticalmodels Find and gather parallel data
- 9. Common Problems Our Solution ExamplesDemo Summarize Evaluation Release (Feature + Model) Selection Data Acquisition Training
- 10. Data Acquisition Evaluation Release (Feature + Model) Selection Data Acquisition Training
- 12. Web JRC. Europarl Microsoftlocalization Preprocess, Sentence Align MT Store Extract: Filter Chain Train SMTEngine
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- 17. Evaluation Release (Feature + Model) Selection Data Acquisition Training Training
- 19. Level 5 Easy Level 7 Challenging Level 9 Grueling Level 5 Easy Level 8 Demanding Level 10 Mind Boggling
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- 26. Evaluation Release (Feature + Model) Selection Data Acquisition Training Debugging & Evaluation
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- 35. Evaluation Release (Feature + Model) Selection Data Acquisition Training Release
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- 39. © 2014 Microsoft Corporation. All rights reserved. Microsoft, Windows, Windows Vista and other product names are or may be registered trademarks and/or trademarks in the U.S. and/or other countries. The information herein is for informational purposes only and represents the current view of Microsoft Corporation as of the date of this presentation. Because Microsoft must respond to changing market conditions, it should not be interpreted to be a commitment on the part of Microsoft, and Microsoft cannot guarantee the accuracy of any information provided after the date of this presentation. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION. blogs.msdn.com/translator twitter.com/MSTranslator facebook.com/BingTranslator