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Tencent Cloud Developer
Tencent Cloud Developer
Sep 1, 2021 · Artificial Intelligence

Why Distributed Machine Learning Accelerates AI Training at Scale

This article reviews how distributed machine learning tackles massive data and compute challenges by partitioning models and data across workers, optimizing communication with primitives, parameter servers, and Ring AllReduce, reducing IO overhead, and applying advanced optimizers such as LARS and LAMB to achieve faster, scalable training.

LAMB optimizerLARS optimizerParameter Server
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Why Distributed Machine Learning Accelerates AI Training at Scale