Serverless Architecture | April 8-10
The Hague, Netherlands
Mastering Cloud Native Architectures, the Kubernetes Ecosystem and Functions

Serverless Machine Learning with TensorFlow

Sessions
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Infos
Wednesday, April 10 2019
11:45 - 12:45

How do we use Tensorflow with serverless cloud platforms to bring the benefits of serverless (elastic scaling, low costs and no charge for idle) to the task of machine learning in the cloud? This talk will show how to use TensorFlow.js with serverless platforms to build real-time machine learning backends in the cloud. Attendees will learn why serverless platforms are great for machine learning in the cloud, understand the different approaches for deploying pre-trained models, and learn how to architect scalable serverless functions when using TensorFlow. Key issues covered will include loading TensorFlow libraries in serverless runtimes, tips on improving performance on cold and warm starts, and how model scoring without a GPU affects throughput. Different methods for running TF models with serverless runtimes, including TensorFlow JS, will be compared and contrasted. Developers do not need any prior experience with machine learning or serverless cloud platforms. This talk is applicable for all serverless developers interested in machine learning, rather than being restricted to a single platform or vendor.