▼Recently, there have been many live broadcasts,make an appointment to ensure you gain something. Today:《LlamaIndex Architecture Design and Application Case Practice》 —1— Analysis of the LlamaIndex Development Framework LlamaIndex is a data development framework that provides applications based on LLM to acquire, build, and access private or domain-specific data. It establishes a bridge between natural … Read more
Are you still troubled by the uneven quality and poor performance of AI in China? Then let’s take a look at Developer Cat AI (3in1). This is an integrated AI assistant that combines GPT-4, Claude3, and Gemini into one. It covers all models of the three AI tools. Including GPT-4o and Gemini flash Now you … Read more
Today, let’s continue to introduce a “wheel”. In this era of information explosion, data is no longer a scarce resource; it is everywhere, like air. However, data itself does not equal wisdom. We are like boats floating in an ocean, surrounded by endless waters, and only by mastering the compass that guides our direction can … Read more
Book Introduction Minimize AI hallucinations and build accurate custom generative AI pipelines that leverage embedded vector databases and integrated human feedback for retrieval-augmented generation (RAG). Purchasing the physical or Kindle version of this book includes a free PDF eBook. Main Features Implement traceable outputs for RAG, linking each response to its source document, and build … Read more
Previously, I have written many articles introducing RAG implemented based on Azure OpenAI. This article introduces the implementation of RAG through Phi-2 and LlamaIndex. LlamaIndex is an open-source framework that effectively builds LLM applications when used in conjunction with Hugging Face Transformers, providing convenient methods for setting up databases and retrievers. The community activity of … Read more
This article provides a clear visualization to help you understand which framework or tool to choose for your business use case when developing “Agent applications”. Introduction In the rapidly evolving field of artificial intelligence, a new paradigm is emerging that promises to revolutionize the way we interact with and utilize AI systems: AI Agents. These … Read more
RAG 75% for retrieval, 25% for generation. All aimed at enhancing the ability to retrieve relevant contextual information. 1. RAG Working Principle and Technical Architecture RAG (Retrieval-Augmented Generation) is a technical architecture that combines information retrieval and generation models. Its basic working principle is to enhance the output of the generation model through the retrieval … Read more
Hi, I’m GuiGui, exploring AI. If you like the content here, please follow to stay updated! Slash Little Ghost Have you ever encountered a situation where you eagerly ask AI a question, only for it to provide a completely absurd answer? For instance, if you ask, “What is Python?” and it responds, “Python is a … Read more