Efficient Model Adaptation: LoRA and QLoRA in Action

A concise pathway on parameter‑efficient fine‑tuning using LoRA and QLoRA. Learn practical setup, training optimisation, evaluation, and deployment for LLMs on constrained hardware.

After completing this Pathway, you will be able to:

• Implement LoRA and QLoRA for efficient fine‑tuning on constrained hardware
• Evaluate adapter configurations with ablations, and deploy quantised models for reliable inference