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RAS: Efficient Large-Scale Language Model Training on GPU Clusters Using Megatron-LM - G. Perrotta
Training LLMs at Scale - Deepak Narayanan | Stanford MLSys #83
NSDI '25 - Holmes: Localizing Irregularities in LLM Training with Mega-scale GPU Clusters
Scheduling For Efficient Large-Scale Machine Learning Training
Scalable XGBoost on GPU Clusters
ZeRO-Infinity: Breaking the GPU Memory Wall for Extreme Scale Deep Learning
06: Scaling Up, Training and Parallelism β Large Language Models (NUS CS6101 NUS.WING)
The Ultra-Scale Playbook: Training LLMs on GPU Clusters
Making GPUs Actually Fast: A Deep Dive into Training Performance
Optimizing LLM Training on GPUs
Colossal AI: Scaling AI Models in Big Model Era
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Last Updated: August 14, 2026
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