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Accelerated Distributed Training with TensorFlow on Google’s TPU
April 22, 2022, 1:04 p.m. | Sascha Kirch
Towards Data Science - Medium towardsdatascience.com
Understand your Hardware to Optimize your Software
Cloud TPUv3 POD by Google Cloud under (CC BY 4.0)In this post I will show you the basic principles of tensor processing units (TPUs) from a hardware perspective and show you step-by-step how you can perform accelerated distributed training on a TPU using TensorFlow to train your own models.
Outline
- Introduction
1.1. Tensor Processing Units
1.2. Distribution Strategies - Implementing Distributed Training on TPU with TensorFlow
2.1. Hardware Detection
2.2. Distributed Dataset
2.3. …
distributed distributed systems google python tensorflow tpu training
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