We are in the age of LLMs where everyone wants to use or create LLMs. LLM stands for Large Language Models. There are lots of LLMs available in the market like ChatGPT that everyone uses and other than ChatGPT there are Google’s Gemini, Claude are the LLMs. But everyone uses ChatGPT as it is famous…

The RubyLA blog offers insights, tutorials, and community updates for Ruby developers in Los Angeles and beyond. Developers can explore Ruby language features, web development frameworks, and best practices for building Ruby applications. Additionally, the blog covers Ruby meetups, events, and job opportunities in the Los Angeles area, fostering collaboration and networking within the local Ruby community.

RUBYLAND

Learn about building a Retrieval-Augmented Generation (RAG) application for PDF-based question answering using LLMs, embedding models, and vector databases. This guide utilizes Meta's Llama3, Qdrant VectorDB, and Llama Index for embedding with Python, providing a way to interact with PDF content through natural, conversational queries.

Building a Personal RAG Application for PDF-Based Question Answering