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MarkTechPost @marktechpost · 2026-07-19

Fine-Tuning Qwen3 with LoRA Using NVIDIA NeMo AutoModel: A Complete Single-GPU Google Colab Workflow Tutorial

Fine-tune Qwen3-0.6B with LoRA using NVIDIA NeMo AutoModel on a single Colab GPU: install from source, patch a recipe, train

Quick take

NVIDIA NeMo AutoModel is used to fine-tune Qwen3-0.6B with LoRA on a single GPU in Google Colab. The workflow involves installing NeMo AutoModel, loading a Qwen3 LoRA recipe, and adapting its settings for Colab's runtime constraints. Fine-tuning is then launched through the automodel command-line interface.

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