🕸 Edge#185: Centralized vs. Decentralized Distributed Training Architectures
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Enjoy the learning! 💡 ML Concept of the Day: Centralized vs. Decentralized Distributed Training ArchitecturesIn Edge#183, we discussed data and model parallelism as a fundamental taxonomy to classify distributed training techniques. Both data and model parallelism rely on partitioning tasks across different nodes that need to coordinate updates with each other. This mechanic is the essence of other criteria to classify distributed training architectures: centralized vs. decentralized training. The notion of centralization in distributed training has to do with the parameters of a deep neural network. In a centralized training architecture, ... Subscribe to TheSequence to read the rest.Become a paying subscriber of TheSequence to get access to this post and other subscriber-only content. A subscription gets you:
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⚙️ Edge#183: Data vs Model Parallelism in Distributed Training
Tuesday, April 19, 2022
In this issue: we explore data vs model parallelism in distributed training; we discuss how AI training scales; we overview Microsoft DeepSpeed, a training framework powering some of the largest neural
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