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# rag

Retrieval augmented generation, or RAG, is an architectural approach that can improve the efficacy of large language model (LLM) applications by leveraging custom data.

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Retrieval Augmented Geese - Semantic Search with the HONC Stack

Retrieval Augmented Geese - Semantic Search with the HONC Stack

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9 min read
10 AI Agents Types

10 AI Agents Types

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2 min read
Sabe o que é IA Generativa?

Sabe o que é IA Generativa?

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4 min read
IndexIVFFlat y IndexIVFPQ

IndexIVFFlat y IndexIVFPQ

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4 min read
Top 10 AI Tools for Developers in 2024

Top 10 AI Tools for Developers in 2024

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3 min read
FalkorDB vs Neo4j

FalkorDB vs Neo4j

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2 min read
The Rise and Fall of RAG-based Solutions

The Rise and Fall of RAG-based Solutions

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8 min read
Exploring RAG: Discover How LangChain and LlamaIndex Transform LLMs?

Exploring RAG: Discover How LangChain and LlamaIndex Transform LLMs?

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2 min read
CommunityKG-RAG: Leveraging Community Structures in Knowledge Graph for Advanced RAG in Fact-Checking

CommunityKG-RAG: Leveraging Community Structures in Knowledge Graph for Advanced RAG in Fact-Checking

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1 min read
Doc Sage🧙‍♂️- Create a Smart RAG App with LangChain and Streamlit

Doc Sage🧙‍♂️- Create a Smart RAG App with LangChain and Streamlit

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21 min read
Understanding Retrieval-Augmented Generation (RAG) with OpenAI

Understanding Retrieval-Augmented Generation (RAG) with OpenAI

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1 min read
Building a Document Retrieval & Q&A System with OpenAI and Streamlit

Building a Document Retrieval & Q&A System with OpenAI and Streamlit

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6 min read
Chat with Docs Using OpenAI and a Serverless RAG Tool

Chat with Docs Using OpenAI and a Serverless RAG Tool

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3 min read
RAG Chatbot with Amazon Bedrock & LangChain

RAG Chatbot with Amazon Bedrock & LangChain

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4 min read
From Moments to Milestones: Incremental Timeline Summarization Leveraging Large Language Models

From Moments to Milestones: Incremental Timeline Summarization Leveraging Large Language Models

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2 min read
AIM Weekly for 04Nov2024

AIM Weekly for 04Nov2024

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5 min read
Evidence-backed Fact Checking using RAG and Few-Shot In-Context Learning with LLMs

Evidence-backed Fact Checking using RAG and Few-Shot In-Context Learning with LLMs

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1 min read
Are LLMs Still Lost in the Middle? 46:25

Are LLMs Still Lost in the Middle?

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1 min read
Building a Perplexity-like Open Source AI Search with SWIRL

Building a Perplexity-like Open Source AI Search with SWIRL

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4 min read
Retrieval-Augmented Generation (RAG): A Developer's Guide 🚀

Retrieval-Augmented Generation (RAG): A Developer's Guide 🚀

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2 min read
Serverless LLM Chatbot Using Your Custom Data - built with Langtail and Qdrant

Serverless LLM Chatbot Using Your Custom Data - built with Langtail and Qdrant

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5 min read
Retrieving Original Documents via Summaries with Weaviate and LangChain

Retrieving Original Documents via Summaries with Weaviate and LangChain

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12 min read
Langchain — RAG — Retrieval Augmented Generation

Langchain — RAG — Retrieval Augmented Generation

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3 min read
Exploring RAG: How Indexing and Vector Databases Revolutionize Search?

Exploring RAG: How Indexing and Vector Databases Revolutionize Search?

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2 min read
How to add Retrieval-Augmented Generation (RAG) to your app using generated SDKs

How to add Retrieval-Augmented Generation (RAG) to your app using generated SDKs

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7 min read
Deploying LLM Inference Endpoints & Optimizing Output with RAG

Deploying LLM Inference Endpoints & Optimizing Output with RAG

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11 min read
S1E3 : Code & Deploy: Craft a Very Demure, Very Mindful Skincare Routine With GenA 1:04:00

S1E3 : Code & Deploy: Craft a Very Demure, Very Mindful Skincare Routine With GenA

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1 min read
RAG AI: Enhancing Customer Service with DeskDingo

RAG AI: Enhancing Customer Service with DeskDingo

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3 min read
How to Choose the Best Embedding Model for Your LLM Application

How to Choose the Best Embedding Model for Your LLM Application

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5 min read
SQLRAG: Transforming Database Interactions with Natural Language and LLMs

SQLRAG: Transforming Database Interactions with Natural Language and LLMs

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4 min read
What does LLM Temperature Actually Mean?

What does LLM Temperature Actually Mean?

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4 min read
How I Use ChatGPT To Spec Out Hardware Upgrades

How I Use ChatGPT To Spec Out Hardware Upgrades

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4 min read
Multi-Agent Data Analysis System to Bridge the Gap Between Domain Experts And Data Science.

Multi-Agent Data Analysis System to Bridge the Gap Between Domain Experts And Data Science.

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2 min read
How Researchers Are Teaching AI to Understand What We Really Want

How Researchers Are Teaching AI to Understand What We Really Want

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3 min read
Why I’m Excited About Microsoft’s SpreadsheetLLM

Why I’m Excited About Microsoft’s SpreadsheetLLM

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2 min read
The 2024 State of RAG Podcast 1:01:43

The 2024 State of RAG Podcast

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1 min read
Exploring RAG: How Vector Embeddings Revolutionize Language Understanding?

Exploring RAG: How Vector Embeddings Revolutionize Language Understanding?

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2 min read
LLM Models and RAG Applications Step-by-Step - Part I - Introduction

LLM Models and RAG Applications Step-by-Step - Part I - Introduction

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16 min read
LLM Models and RAG Applications Step-by-Step - Part II - Creating the Context

LLM Models and RAG Applications Step-by-Step - Part II - Creating the Context

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19 min read
LLM Models and RAG Applications Step-by-Step - Part III - Searching and Injecting Context

LLM Models and RAG Applications Step-by-Step - Part III - Searching and Injecting Context

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11 min read
Creating a Simple RAG in Python with AzureOpenAI and LlamaIndex

Creating a Simple RAG in Python with AzureOpenAI and LlamaIndex

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2 min read
What is RAG in AI? How It Combines Retrieval with Generation for Accurate Results

What is RAG in AI? How It Combines Retrieval with Generation for Accurate Results

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4 min read
Generative Audio

Generative Audio

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8 min read
RAG vs. Fine-Tuning: Which Is Best for Enhancing LLMs?

RAG vs. Fine-Tuning: Which Is Best for Enhancing LLMs?

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6 min read
Create Your Own AI RAG Chatbot: A Python Guide with LangChain

Create Your Own AI RAG Chatbot: A Python Guide with LangChain

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7 min read
The Bug That Once Stopped the World

The Bug That Once Stopped the World

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2 min read
OpenRAG: An Open-Source GenAI Application to Supercharge Data Queries with Large Language Models

OpenRAG: An Open-Source GenAI Application to Supercharge Data Queries with Large Language Models

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3 min read
Chunking in AI - The Secret Sauce You're Missing

Chunking in AI - The Secret Sauce You're Missing

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6 min read
Exploring RAG: How Data Ingestion Powers Cutting-Edge AI?

Exploring RAG: How Data Ingestion Powers Cutting-Edge AI?

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3 min read
Building a Document QA with Streamlit & OpenAI

Building a Document QA with Streamlit & OpenAI

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5 min read
Swiftide 0.12 - Hybrid Search, search filters, parquet loader, and a giant speed bump

Swiftide 0.12 - Hybrid Search, search filters, parquet loader, and a giant speed bump

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1 min read
🚀 Introduction to Building AI-Powered Apps with Streamlit and FastAPI

🚀 Introduction to Building AI-Powered Apps with Streamlit and FastAPI

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7 min read
ColBERT Live! Makes Your Vector Database Smarter

ColBERT Live! Makes Your Vector Database Smarter

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8 min read
The Best Database for Retrieval-Augmented Generation (RAG): Choosing the Right Solution

The Best Database for Retrieval-Augmented Generation (RAG): Choosing the Right Solution

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5 min read
How to Build Smarter AI Apps and Reduce Hallucinations with RAG

How to Build Smarter AI Apps and Reduce Hallucinations with RAG

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4 min read
Time Waits for No Document: 5 ways to speed up your work

Time Waits for No Document: 5 ways to speed up your work

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5 min read
5 Powerful Techniques to Slash Your LLM Costs

5 Powerful Techniques to Slash Your LLM Costs

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1 min read
Unveiling the Magic Behind Autonomous AI Agents

Unveiling the Magic Behind Autonomous AI Agents

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3 min read
A New Reliable AI Tool for Developers

A New Reliable AI Tool for Developers

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1 min read
Will Retrieval Augmented Generation (RAG) Be Killed by Long-Context LLMs?

Will Retrieval Augmented Generation (RAG) Be Killed by Long-Context LLMs?

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9 min read
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