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by Lorenzo Cesconetto • Published March 5, 2026 at 08:00 PM
Research

AI in Multiple GPUs: ZeRO & FSDP

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The article explores the Zero Redundancy Optimizer (ZeRO), a cutting-edge optimization technique designed to efficiently scale large models across multiple GPUs by minimizing memory redundancy. It provides a detailed explanation of ZeRO's underlying mechanics, guidance on implementing it from scratch, and instructions for integrating it within PyTorch, highlighting its significance for enabling large-scale distributed training.

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