Tag: Tutorials

131 Posts

Making Embedding an Infrastructure: Deploying Independent Embedding Services in PVE + LXC
1 When Embedding Moves from Experiment to Basic Capability In the previous article introducing RAG, I introduced that the core tool for vectorizing segmented text is the "embedding model" (see article: Understanding RAG from Scratch (Part 1): Principles and Complete Process Analysis), and also in the subsequent...
Understanding RAG from Scratch (II): Running a Local RAG Demo on Mac mini—A Practical Guide to the Minimal Architecture
1 Preface In the previous article (see article: Home Data Center Series - Understanding RAG from Scratch (I): Principles and Complete Process Analysis), I introduced the theoretical five-step process of RAG: “Chunking → Vectorization → Vector Storage → Retrieval → Answer Generation”; subsequently...
Why did I migrate from self-hosted Umami to Umami Cloud? — Also discussing the trade-offs between self-hosting and managed services
1 Preface: In my previous articles, I had two posts about self-hosting Umami: one about setting up version 1.33.1 (see article: Docker Series: Building a Umami-based Website Traffic Monitoring System), and one about setting up version 2.11.3 (see article: Home Data Center...
Emby Series TinyMediaManager Practical Guide: A Complete Experience from Media Scraping to Multi-Version Detection
1 Preface For many people like me who like to collect film and television resources, Emby is almost the best choice for a home media center: its interface is beautiful, classification is clear, and functions are rich, allowing local resources to instantly transform into a streaming experience. But when the collection scale expands all the way to thousands or tens of thousands, you will...
Building a Self-Hosted Embedding Model with Ollama + Chatbox Knowledge Base in Practice
1 Preface In the previous article, I sorted out the core concepts and processes of RAG (see article: Home Data Center Series - Understanding RAG from Scratch (Part 1): Principles and Complete Process Analysis), but that was, after all, still at the theoretical level, mere talk on paper. To make RAG actually run, it is necessary...
Understanding RAG from Scratch (Part 1): Principles and Complete Process Analysis
1 Preface I have always had an idea—to build a chatbot for my blog so that it can understand the content of the articles in the blog and intelligently answer visitors' questions. At first glance, this requirement seems very simple, but in practice, it involves a series of unfamiliar and complex concepts: such as...
       

👋 Welcome to “Wudi's Personal Blog”

Here, long-term exploration is mainly carried out around the following directions:

🧱 Personal Digital Infrastructure and Blog System Construction
☁️ Cloudflare and Network Architecture Practice
🧠 AI and Knowledge System Exploration
🛡️ Network Security and Access Optimization
🎵 Music and Sound Cognition
👁️ Cognitive Perspectives and Worldviews