Live DemoAdvanced4 hours
Fine-Tune an LLM for Domain Tasks
Fine-tune a small language model on domain-specific data using LoRA and evaluate its performance against the base model.
Part of Generative AI Engineering (Week 8)
What You'll Build
A fine-tuned language model specialized for code review comments, trained using LoRA adapters with tracked experiments in Weights & Biases showing improvement over the base model.
Tools Used
PythonHugging FacePEFT/LoRAWeights & Biases
Skills Practiced
Model fine-tuningLoRA adaptersTraining evaluationGPU management
Prerequisites
- Python ML basics
- Understanding of transformers
Why This Matters in Real Jobs
Off-the-shelf LLMs often underperform on specialized tasks. Companies need engineers who can fine-tune models efficiently. LoRA makes this practical even with limited GPU resources.
Access This Lab
This lab is part of the Generative AI Engineering course. Enrol to get access to all labs, projects, and career support.