All Tutorials

RAG From Scratch Part 2 - Getting down to semantics Thursday, Mar 28, 2024

This post will teach you the fundamental intuition behind RAG while providing a simple tutorial to help you get started. We'll cover how we can take out RAG app to the next level with similarity search.

Structured Data Extraction using LLMs and Guardrails AI Tuesday, Oct 31, 2023

In this post, we use Marvin AI to extract structured data from a podcast transcript.

Structured Data Extraction using LLMs and Instructor Tuesday, Oct 31, 2023

In this post, we use the Instructor library to extract structured data from a podcast transcript.

Structured Data Extraction using LLMs and Marvin AI Tuesday, Oct 31, 2023

In this post, we use Marvin AI to extract structured data from a podcast transcript.

Building a RAG Chatbot with LlamaIndex, FAISS, and OpenAI Friday, Oct 27, 2023

This post is going to teach you how to build a retrieval augmented generation (RAG) based chatbot on top of a podcast episode.

A beginner's guide to building a Retrieval Augmented Generation (RAG) application from scratch Sunday, Oct 22, 2023

This post will teach you the fundamental intuition behind RAG while providing a simple tutorial to help you get started.