All posts by Shailesh Rathod

Revolutionising Infrastructure as Code with Advanced Terraform Techniques

Revolutionising Infrastructure as Code with Advanced Terraform Techniques

In today’s fast-paced cloud landscape, leveraging infrastructure-as-code (IaC) is crucial. Terraform stands out for its ability to define and provision infrastructure via code, enabling versioning, auditing, and reproducibility. But what truly sets it apart are the advanced techniques that...

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...