LoRA Explained and Applied

Course

Fine-Tune Your Own LLM (Free GPU, Step by Step)

Udemy: coming soon

Tools

• Hugging Face PEFT (open-source, free)
• Hugging Face TRL (open-source, free)

Watch first

• Full Fine-Tuning vs Parameter-Efficient (PEFT)

Then try

• QLoRA: Bigger Models on Small GPUs
• Your First Fine-Tune on Colab (Instruction Tuning)
• Train an Image LoRA on Your Style or Product

In this module

1. Full Fine-Tuning vs Parameter-Efficient (PEFT)
2. LoRA Explained and Applied
3. QLoRA: Bigger Models on Small GPUs
4. Your First Fine-Tune on Colab (Instruction Tuning)
5. Make It Better: Data, Hyperparameters, Continued Pre-training, Multi-GPU