How to Fine-Tune Gemma 4 on a GPU With Only 8GB of VRAM

If you've ever tried to fine-tune a modern language model on a consumer GPU, you know the pain. You download the model, load it up, write your training script, hit enter — and immediately get slapped with a CUDA out-of-memory error. It's the most dem...