1. Situation + Task I wanted to explore how semantic image search works, the kind where you can either type a text prompt like “a tiger in the wild” or upload an image, and the system returns visually or semantically similar images. To try this out, ...
The moment I realized our enterprise chatbot was confidently giving customers outdated pricing information from its training data, I understood why RAG isn't just another AI buzzword - it's the architecture that makes AI actually trustworthy for busi...
Natural Language Processing (NLP) has seamlessly integrated itself into each technology interaction we have, right from conversing with chatbots, looking up information, translating different languages, to even visualizing concepts. In this blog, I w...
Hi everyone — especially those who’ve been eagerly waiting for my series, and particularly all the JavaScript developers out there. How’s your day going in this booming age of AI? 🚀 AI is growing at an incredible pace. Haven’t started yet? Feeling o...
In this article, we'll implement hybrid semantic search using MongoDB Atlas Full-Text Search and Vector Search. This approach powers a fast, relevant search experience by combining keyword and semantic understanding. We'll use a FastAPI backend for c...
Vector search is changing how we find information. Unlike old search methods that look for exact words, vector search finds content based on meaning. This makes search results more helpful and human-like. When you search for "quick healthy breakfast ...
How do you find the perfect candidate for a job opening when traditional keyword matching falls short? How can you match skills and experiences semantically rather than lexically? This article explores our journey building a sophisticated talent matc...
Overview In this blog, we will show you how to index codebase for RAG with CocoIndex. CocoIndex is a tool to help you index and query your data. It is designed to be used as a framework to build your own data pipeline. CocoIndex provides built-in su...
Semantic search is a search technique that improves accuracy by understanding the intent and contextual meaning of a query rather than relying only on exact keyword matching. Picture this: A customer types “can’t access my account” - but your help ar...
Building a Semantic Document Search System flowchart TD %% Color definitions classDef default fill:#2c3e50,stroke:#ecf0f1,stroke-width:2px,color:#ecf0f1 classDef processing fill:#3498db,stroke:#ecf0f1,stroke-width:2px,color:#ecf0f1 cl...
