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1. 12 RAG Pain Points and Their Solutions

   2024-01-30 Tags: rag, llm by klotz
2. 6 generative AI Python projects to run now | InfoWorld

   2023-10-26 Tags: llm, python, streamlit, rag, langchain, matplotlib, gradio, sqlalchemy by klotz
3. AI Chatbot with Retrieval Augmented Generation

   2023-11-16 Tags: nvidia, llm, rag, chat, example by klotz
4. 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
5. Building RAG Application using Gemma 7B LLM & Upstash Vector Database

   Retrieval-Augmented Generation (RAG) is the concept of providing large language models (LLMs) with additional information from an external knowledge source. This allows them to generate more accurate and contextual answers while reducing hallucinations. In this article, we will provide a step-by-step guide to building a complete RAG application using the latest open-source LLM by Google Gemma 7B and Upstash serverless vector database.

   2024-03-12 Tags: llm, rag, gemma, upstash by klotz
6. Building RAG-Based Chatbots Using Streamlit + Langchain

   2023-11-07 Tags: rag, llm, streamlit, langchain, document, search, summarization, q and a by klotz
7. Danswer

   Ask Questions in natural language and get Answers backed by private sources. Connects to tools like Slack, GitHub, Confluence, etc.

   2023-12-30 Tags: llm, q and a, github, rag by klotz
8. Democratizing LLMs: 4-bit Quantization for Optimal LLM Inference

   A deep dive into model quantization with GGUF and llama.cpp and model evaluation with LlamaIndex

   2024-01-15 Tags: llm, gguf, georgi gerganov, llama.cpp, llamaindex, huggingface, rag by klotz
9. Deploying LLM Apps to AWS, the Open-Source Self-Service Way

   A step-by-step guide on deploying LlamaIndex RAGs to AWS ECS fargate

   2024-01-15 Tags: llm, aws fargate, terraform, llamaindex, rag by klotz
10. Forget RAG, the Future is RAG-Fusion The Next Frontier of Search: Retrieval Augmented Generation meets Reciprocal Rank Fusion and Generated Queries

    2023-10-07 Tags: rag, search, llm, query expansion by klotz

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