Deep Customized Kubernetes for Machine Learning in Tencent - Shengbo Song, Tencent

Deep Customized Kubernetes for Machine Learning in Tencent - Shengbo Song, Tencent

The Kubernetes and Tensorflow are playing an important role in machine learning. In this presentation, we will review recent events about machine learning in Kubernetes community, give us a overview of what changes have been made to Kubernetes to support machine learning in Tencent, the challenges it faces, and look forward to how to address the challenges.

Deep Customized Kubernetes for Machine Learning in Tencent - Shengbo Song, Tencent

The Kubernetes and Tensorflow are playing an important role in machine learning, However, the original Kubernetes doesn't serve machine learning well, lacks of accurate GPU scheduling policy, GPU topology awareness and resource limitation etc. In this presentation, we will review recent events about machine learning in Kubernetes community, give us a overview of what changes have been made to Kubernetes to support machine learning in Tencent, the challenges it faces, and look forward to how to address the challenges.

kubernetes machine-learning tensorflow

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