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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
HC33-T1.3: Machine Learning Performance and Challenges, Part 3
Ultimate Guide To Scaling ML Models - Megatron-LM | ZeRO | DeepSpeed | Mixed Precision
Management of large-scale GPU Clusters
The Ultra-Scale Playbook: Training LLMs on GPU Clusters
ZeRO-Infinity: Breaking the GPU Memory Wall for Extreme Scale Deep Learning
Scalable XGBoost on GPU Clusters
06: Scaling Up, Training and Parallelism β Large Language Models (NUS CS6101 NUS.WING)
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Last Updated: August 15, 2026
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