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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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How a history-aware retriever works?

How a history-aware retriever works?

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5 min read
LLMware.ai 🤖: An Ultimate Python Toolkit for Building LLM Apps

LLMware.ai 🤖: An Ultimate Python Toolkit for Building LLM Apps

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5 min read
Building Hangout AI at the TiDB Future App Hackathon 2024

Building Hangout AI at the TiDB Future App Hackathon 2024

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2 min read
OLLAMA + LLAMA3 + RAG + Vector Database (Local, Open Source, Free)

OLLAMA + LLAMA3 + RAG + Vector Database (Local, Open Source, Free)

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2 min read
Build a RAG application to learn Angular using langchhtain.js, nestjs, Htmx, and Gemma 2

Build a RAG application to learn Angular using langchhtain.js, nestjs, Htmx, and Gemma 2

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11 min read
Can RAG Pipelines Revolutionize Search Engine Performance?

Can RAG Pipelines Revolutionize Search Engine Performance?

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3 min read
PHP Library for Working with LLM, Agents and RAG

PHP Library for Working with LLM, Agents and RAG

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1 min read
Understanding Retrieval Augmented Generation (RAG)

Understanding Retrieval Augmented Generation (RAG)

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7 min read
S1E2: Code & Deploy: Build Your First Gen AI Agent with Haystack 1:19:01

S1E2: Code & Deploy: Build Your First Gen AI Agent with Haystack

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1 min read
Cut Costs in OpenSearch Serverless with Bedrock Knowledge Base - Part 2

Cut Costs in OpenSearch Serverless with Bedrock Knowledge Base - Part 2

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8 min read
Retrieval Augmented Generation Frameworks: HayStack

Retrieval Augmented Generation Frameworks: HayStack

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5 min read
Build Agentic RAG application using langchain.js, nestjs, Htmx, and Gemma 2

Build Agentic RAG application using langchain.js, nestjs, Htmx, and Gemma 2

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9 min read
Vector Vision: Transform Your Local Image Search

Vector Vision: Transform Your Local Image Search

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2 min read
AI's Powerhouse: How Large Language Models are Revolutionizing the Game

AI's Powerhouse: How Large Language Models are Revolutionizing the Game

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2 min read
Cut Costs in OpenSearch Serverless and Bedrock Knowledge Base

Cut Costs in OpenSearch Serverless and Bedrock Knowledge Base

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11 min read
What You Need to Know About Legal Compliance in Prompt Engineering

What You Need to Know About Legal Compliance in Prompt Engineering

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4 min read
TiDB Future App Hackathon 2024

TiDB Future App Hackathon 2024

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2 min read
Building a RAG Chatbot with LlamaIndex and eBay API Integration

Building a RAG Chatbot with LlamaIndex and eBay API Integration

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5 min read
RAG Pipeline Permissions for iPaaS Platforms

RAG Pipeline Permissions for iPaaS Platforms

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3 min read
Generative AI Serverless - Build a Travel Policy Assistant using Bedrock Knowledge base, Lambda and API

Generative AI Serverless - Build a Travel Policy Assistant using Bedrock Knowledge base, Lambda and API

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3 min read
Practical LLM - Matching and Ranking by Erik Schmiegelow, CEO of Hivemind Technologies AG

Practical LLM - Matching and Ranking by Erik Schmiegelow, CEO of Hivemind Technologies AG

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3 min read
Personal Knowledge Graphs in AI RAG-powered Applications with libSQL

Personal Knowledge Graphs in AI RAG-powered Applications with libSQL

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5 min read
Top Courses and GitHub Repositories to Learn GenerativeAI Free

Top Courses and GitHub Repositories to Learn GenerativeAI Free

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6 min read
Understanding RAG (Part 3): Re-Ranker is all you need.

Understanding RAG (Part 3): Re-Ranker is all you need.

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6 min read
Understanding RAG (Part 4): Optimizing the generation component

Understanding RAG (Part 4): Optimizing the generation component

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7 min read
Building a tiny vector store from scratch

Building a tiny vector store from scratch

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9 min read
Elevate Your Developer Experience with LLMText: A Seamless Library for Language Models

Elevate Your Developer Experience with LLMText: A Seamless Library for Language Models

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3 min read
Milvus Adventures August 14, 2024

Milvus Adventures August 14, 2024

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3 min read
Implementing RAG using LlamaIndex, Pinecone and Langtrace: A Step-by-Step Guide

Implementing RAG using LlamaIndex, Pinecone and Langtrace: A Step-by-Step Guide

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8 min read
Advanced Indexing Techniques with LlamaIndex and Ollama: Part 2

Advanced Indexing Techniques with LlamaIndex and Ollama: Part 2

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4 min read
Top 5 Vector Databases in 2024

Top 5 Vector Databases in 2024

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6 min read
How to Create a Local RAG Agent with Ollama and LangChain

How to Create a Local RAG Agent with Ollama and LangChain

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3 min read
End to end LLMOps Pipeline - Part 2 - FastAPI

End to end LLMOps Pipeline - Part 2 - FastAPI

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3 min read
Semantic Router - Steer LLMs

Semantic Router - Steer LLMs

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1 min read
Retrieval Augmented Generation Frameworks: LangChain

Retrieval Augmented Generation Frameworks: LangChain

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5 min read
Choosing between Retrieval-Augmented Generation (RAG) and Model fine-tuning

Choosing between Retrieval-Augmented Generation (RAG) and Model fine-tuning

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2 min read
Generative AI Serverless - Build a Social Media Analytics using Bedrock RAG Knowledge base, Lambda and API!

Generative AI Serverless - Build a Social Media Analytics using Bedrock RAG Knowledge base, Lambda and API!

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3 min read
Guardrails AI, AAAL Pt.5

Guardrails AI, AAAL Pt.5

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2 min read
Agentic RAG for Developers!

Agentic RAG for Developers!

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6 min read
Multimodal Madness! Create a Product Recommender for Smart Shopping

Multimodal Madness! Create a Product Recommender for Smart Shopping

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5 min read
Understanding RAG (Part 2) : RAG Retrieval

Understanding RAG (Part 2) : RAG Retrieval

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6 min read
Exploring Retrieval Augmented Generation (RAG): Chunking, LLMs, and Evaluations

Exploring Retrieval Augmented Generation (RAG): Chunking, LLMs, and Evaluations

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5 min read
Accelerate Couchbase-Powered RAG AI Application With NVIDIA NIM/NeMo and LangChain

Accelerate Couchbase-Powered RAG AI Application With NVIDIA NIM/NeMo and LangChain

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5 min read
RAG and Fine-Tuning: Enhancing AI for Enterprise Applications

RAG and Fine-Tuning: Enhancing AI for Enterprise Applications

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4 min read
LlamaIndex: Revolutionizing Data Indexing for Large Language Models (Part 1)

LlamaIndex: Revolutionizing Data Indexing for Large Language Models (Part 1)

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8 min read
🌐 Financial Industry Side Chat: MongoDB Atlas Vector Search Real-World User Case (Search Internal PDF Documents) 💰

🌐 Financial Industry Side Chat: MongoDB Atlas Vector Search Real-World User Case (Search Internal PDF Documents) 💰

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2 min read
Swapping in elasticsearch to the proto-OLIVER

Swapping in elasticsearch to the proto-OLIVER

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4 min read
Understanding RAG (Part 1): RAG overview

Understanding RAG (Part 1): RAG overview

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6 min read
RAG on media content with Bedrock Knowledge Bases and Amazon Transcribe

RAG on media content with Bedrock Knowledge Bases and Amazon Transcribe

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7 min read
Chunking Techniques Every Developer Should Know for Enhanced RAG Applications!

Chunking Techniques Every Developer Should Know for Enhanced RAG Applications!

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5 min read
Basic RAG app with Spring AI, Docker and Ollama

Basic RAG app with Spring AI, Docker and Ollama

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12 min read
🤖Dueling AIs: Questioning and Answering with Language Models🚀

🤖Dueling AIs: Questioning and Answering with Language Models🚀

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5 min read
Reimagining Business with Generative AI

Reimagining Business with Generative AI

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2 min read
Pre-Cloud Development Chatbot with Streamlit, Langchain, OpenAI and MongoDB Atlas Vector Search

Pre-Cloud Development Chatbot with Streamlit, Langchain, OpenAI and MongoDB Atlas Vector Search

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8 min read
Milvus Adventures July 29, 2024

Milvus Adventures July 29, 2024

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4 min read
Building a Travel Support Agent with RAG and PostgreSQL, Using IaC.

Building a Travel Support Agent with RAG and PostgreSQL, Using IaC.

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5 min read
Creating a Zelda Chat Assistant using Semantic Kernel

Creating a Zelda Chat Assistant using Semantic Kernel

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5 min read
Tactics for multi-step LLM app experimentation

Tactics for multi-step LLM app experimentation

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7 min read
AWS Sagemaker vs AWS Bedrock, Just an AI Tool or more?

AWS Sagemaker vs AWS Bedrock, Just an AI Tool or more?

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3 min read
#Milvus Adventures July 12, 2024

#Milvus Adventures July 12, 2024

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2 min read
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