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How to Train Billion-Parameter Models: DeepSpeed ZeRO vs. PyTorch FSDP
GenAI Vlog - Tech Walkthrough of Deepspeed and Runpod on Finetune LLM w/ Multiple GPUs
Multi GPU Fine tuning with DDP and FSDP
[REFAI Seminar 03/30/23] Efficient Trillion Parameter Scale Training and Inference with DeepSpeed
DeepSpeed: All the tricks to scale to gigantic models
Distributed Data Parallel: Speed Up LLM Fine-Tuning on Multiple GPUs
Fine-Tune Llama-2 Easily With Happy Transformer and DeepSpeed
Microsoft Deepseed ZeRo all stage animation
Turing-NLG, DeepSpeed and the ZeRO optimizer
ZeRO & Fastest BERT: Increasing the scale and speed of deep learning training in DeepSpeed
Let's pretrain a 3B LLM from scratch: on 16+ H100 GPUs, no detail skipped.
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Last Updated: August 23, 2026
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![[REFAI Seminar 03/30/23] Efficient Trillion Parameter Scale Training and Inference with DeepSpeed](https://i.ytimg.com/vi/smDC_mOGQ5U/mqdefault.jpg)
