Fine-Tuning Large Language Models With PEFT And LoRA
Fine-tune large language models efficiently with PEFT & LoRA! Update small task-specific params, adapt pre-trained models to new tasks w/ minimal overhead. Follow our step-by-step guide for optimal results!
Hey everyone, this is Nomadev, back with another blog! I’m kicking off a new series that will uncover the real AI techniques behind its fast-growing impact. No buzzwords, just practical tech that powers modern AI. Large language models (LLMs) are transforming how we work and create, but here’s the deal: they don’t always fit perfectly right out of the box. Fine-tuning is the secret to customizing these models for specific needs, whether it’s crafting domain-specific chatbots or solving specialized tasks. That’s where PEFT (Parameter-Efficient Fine-Tuning) comes into play. It’s a smarter way to...