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klotz: langchain* + llm* + rag*

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1. Build a Knowledge Graph-based Agent With Llama 3.1, NVIDIA NIM, and LangChain

   This article explores how to implement a retriever over a knowledge graph containing structured information to power RAG (Retrieval-Augmented Generation) applications.

   2024-08-10 Tags: llm, knowledge graph, llama 3.1, nvidia nim, langchain, rag, graph database, neo4j by klotz
2. Enhance Your RAG Application With Advanced SQL Vector Queries

   This article discusses how to overcome limitations of retrieval-augmented generation (RAG) models by creating an AI assistant using advanced SQL vector queries. The author uses tools such as MyScaleDB, OpenAI, LangChain, Hugging Face and the HackerNews API to develop an application that enhances the accuracy and efficiency of data retrieval process.

   2024-06-14 Tags: rag, sql, vector database, myscaledb, openai, langchain, hugging face, hackernews, api, llm by klotz
3. Retrieving and Filtering with Metadata

   In this tutorial, we will build a RAG system with a self-querying retriever in the LangChain framework. This will enable us to filter the retrieved movies using metadata, thus providing more meaningful movie recommendations.

   2024-07-04 Tags: recommender systems, llm, langchain, rag, pinecone, python by klotz
4. Building RAG-Based Chatbots Using Streamlit + Langchain

   2023-11-07 Tags: rag, llm, streamlit, langchain, document, search, summarization, q and a by klotz
5. 6 generative AI Python projects to run now | InfoWorld

   2023-10-26 Tags: llm, python, streamlit, rag, langchain, matplotlib, gradio, sqlalchemy by klotz
6. Multi-Vector Retriever for RAG on tables, text, and images

   2023-10-22 Tags: llm, rag, langchain, multi-modal, text, column, image by klotz
7. Retrieval augmented generation: Keeping LLMs relevant and current - Stack Overflow

   2023-10-19 Tags: stackoverflow, retrieval augmented generation, llm, langchain by klotz
8. Augmenting LLMs with RAG

   An End to End Example Of Seeing How Well An LLM Model Can Answer Amazon SageMaker-Related Questions

   2023-10-12 Tags: langchain, llm, rag, howto, towards data science by klotz
9. Retrieval Augmented Generation (RAG) | Prompt Engineering Guide

   simple example of how to use retrievers and LLMs for question answering with sources(opens in a new tab)

   2023-08-17 Tags: prompt engineering, retrieval augmented generation, langchain, llm by klotz

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