SemanticScuttle - klotz.me

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1. 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.

   2024-04-27 Tags: recommender systems, llm, langchain, rag, movie by klotz
2. 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
3. Overcoming the Limits of RAG with ColBERT

   ColBERT is a new way of scoring passage relevance using a BERT language model that substantially solves the problems with dense passage retrieval.

   2024-03-12 Tags: llm, rag, embedding, bert, colbert, cosine distance, concept expansion by klotz
4. Implementing semantic cache to improve a RAG system with FAISS

   In this notebook, we will explore a typical RAG solution where we will utilize an open-source model and the vector database Chroma DB. However, we will integrate a semantic cache system that will store various user queries and decide whether to generate the prompt enriched with information from the vector database or the cache.

   2024-03-12 Tags: llm, rag, chromadb, faiss, cache by klotz
5. 12 RAG Pain Points and Their Solutions

   2024-01-30 Tags: rag, llm by klotz
6. 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
7. 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
8. PDF Whisper - OpenAI - Hanko

   PDFwhisper allows you to have a conversation with your PDF docs. Finding info on your PDF files is now easier than ever.

   2024-01-12 Tags: llm, pdf, rag, authn, passkey, hanko, webauthn, fido2 by klotz
9. Nvidia RAG Demo

   Windows only

   2024-01-11 Tags: github, nvidia, llm, rag by klotz
10. NvidiA chat with RTX

    2024-01-11 Tags: nvidia, llm, rag, demo by klotz

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