@Shahrukh086

End to End RAG Pipeline Folder Structure

Sep 1, 2025 · 1 min read · Installation On Windows. powershell -ExecutionPolicy ByPass -c "irm https://astral.sh/uv/install.ps1 | iex" Or With pip. # pip install uv \=> Create virtual enviroment # uv venv \=> Activate virtual enviroment # .venv/Scripts/activate # uv init # req...

Prompt Engineering vs. Fine-Tuning vs. RAG: A Guide to Customizing LLMs

Aug 28, 2025 · 4 min read · Introduction Large Language Models (LLMs) are incredibly powerful, but to get them to perform specific tasks for your business or application, you often need to customize them. The three primary methods for doing this are Prompt Engineering, Fine-Tun...

The Power of RAG in Modern AI Applications

Aug 28, 2025 · 3 min read · Introduction In today's fast-paced digital world, leveraging AI for customer support and other applications is becoming essential. However, relying on a Large Language Model (LLM) alone can lead to generic, unhelpful responses because it's only train...

Tips and Tricks of Interview

Aug 28, 2025 · 1 min read · if you are sitting in a interview the first thing you should have Projects Two to three Projects are necessary Explain First end to end project using STAR method Situation: Briefly describe the project's goal. (e.g., "I built a model to predict ...

RAG (Retrieval Augmented Generation)

Aug 28, 2025 · 4 min read · 𝐑𝐞𝐭𝐫𝐢𝐞𝐯𝐚𝐥-𝐀𝐮𝐠𝐦𝐞𝐧𝐭𝐞𝐝 𝐆𝐞𝐧𝐞𝐫𝐚𝐭𝐢𝐨𝐧 (𝐑𝐀𝐆)RAG is an AI technique where a Large Language Model (LLM) fetches relevant, up-to-date information from external sources (like a database or web search) and then uses that data to gen...