LlamaIndex: RAG Evaluation Showdown with GPT-4 vs. Open-Source Prometheus Model — LlamaIndex, Data Framework for LLM Applications
LlamaIndex is a simple, flexible data framework for connecting custom data sources to large language models (LLMs).
GenAI
Evaluation
Prompt Tuning With PEFT. - Hugging Face Open-Source AI Cookbook
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
TuningUsing LLM-as-a-judge 🧑⚖️ for an automated and versatile evaluation - Hugging Face Open-Source AI Cookbook
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
RAG Evaluation - Hugging Face Open-Source AI Cookbook
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
How LLMs Work, Explained Without Math
I'm sure you agree that it has become impossible to ignore Generative AI (GenAI), as we are constantly bombarded with mainstream news about Large Language Models (LLMs). Very likely you have tried…
Deep Dive
How We Saved 10s of Thousands of Dollars Deploying Low Cost Open Source AI Technologies At Scale with Kubernetes
Scaling up generative AI operations can be costly. At OpenSauced, we faced this challenge while building StarSearch, until we found a low cost solution to deploy an OpenAI-compatible API using open source technology.
Prompt Engineering Roadmap - roadmap.sh
Step by step guide to learn Prompt Engineering. We also have resources and short descriptions attached to the roadmap items so you can get everything you want to learn in one place.
RAG Evaluation - Hugging Face Open-Source AI Cookbook
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
Tutorial
But what is a GPT? Visual intro to transformers | Chapter 5, Deep Learning
Unpacking how large language models work under the hoodEarly view of the next chapter for patrons: https://3b1b.co/early-attentionSpecial thanks to these sup...
How Intuit data analysts write SQL 2x faster with internal GenAI tool
Reporting on the productivity impact of SQL generation with generative AI.
How we built Text-to-SQL at Pinterest
Adam Obeng | Data Scientist, Data Platform Science; J.C. Zhong | Tech Lead, Analytics Platform; Charlie Gu | Sr. Manager, Engineering
Build an LLM RAG Chatbot With LangChain – Real Python
Large language models (LLMs) have taken the world by storm, demonstrating unprecedented capabilities in natural language tasks. In this step-by-step tutorial, you'll leverage LLMs to build your own retrieval-augmented generation (RAG) chatbot using synthetic data with LangChain and Neo4j.
A beginner's guide to building a Retrieval Augmented Generation (RAG) application from scratch
This post will teach you the fundamental intuition behind RAG while providing a simple tutorial to help you get started.
The architecture of today's LLM applications
Here’s everything you need to know to build your first LLM app and problem spaces you can start exploring today.