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GTC ON-DEMAND

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Abstract:
This talk will provide an overview of TensorFlow Extended (tensorflow.org/tfx), an end-to-end machine learning platform for TensorFlow that powers products across all of Alphabet and beyond. We will discuss how TFX is being used by data scientists and software engineers to take their work from experimentation to production. For experimentation, TFX supports interactive developer workflows that allow access to different hardware accelerators in notebook environments. The same toolchain allows for continuous training and deployment of AI solutions at Google scale.
This talk will provide an overview of TensorFlow Extended (tensorflow.org/tfx), an end-to-end machine learning platform for TensorFlow that powers products across all of Alphabet and beyond. We will discuss how TFX is being used by data scientists and software engineers to take their work from experimentation to production. For experimentation, TFX supports interactive developer workflows that allow access to different hardware accelerators in notebook environments. The same toolchain allows for continuous training and deployment of AI solutions at Google scale.  Back
 
Topics:
Tools & Libraries, AI Application, Deployment & Inference, Accelerated Data Science
Type:
Talk
Event:
GTC Silicon Valley
Year:
2019
Session ID:
S9492
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