Category: AI / ML Projects

Why RAG (Retrieval-Augmented Generation) Is a Game-Changer for LLMs

Why RAG (Retrieval-Augmented Generation) Is a Game-Changer for LLMs

In the world of Large Language Models, hallucinations have always been the elephant in the room. Enter RAG — a powerful hybrid architecture that combines the reasoning capabilities of LLMs with the factual grounding of external knowledge sources. How...

Fine-Tuning LLMs on a Budget: How PEFT, LoRA & QLoRA Make It Possible

Fine-Tuning LLMs on a Budget: How PEFT, LoRA & QLoRA Make It Possible

Fine-Tuning LLMs Without Breaking the Bank: Meet PEFT, LoRA & QLoRA As foundation models like LLaMA and Mistral grow in size and power, so does the cost of adapting them. That’s where Parameter-Efficient Fine-Tuning (PEFT) comes in — and...