Machine-Learning

RAG Explainer is an interactive educational tool designed to help users understand the inner workings of Retrieval Augmented Generation (RAG) systems. Through visual demonstrations and step-by-step explanations, it breaks down the complex processes that enable AI systems to retrieve and utilize relevant information when generating responses. Key Features Interactive visualization of the RAG pipeline Step-by-step breakdown of each component in the RAG process Visual representation of text chunking strategies Vector embedding visualization with dimension explanations Real-time vector similarity calculations with color-coded overlap Demonstration of retrieval results ranking LLM prompt construction example Educational sample data with planetary information User-friendly interface with intuitive controls RAG Components Explained The tool walks users through the five key components of RAG systems: ...

MindsDB is a powerful platform that connects AI to enterprise data, enabling organizations to make their data intelligent and responsive. It serves as an AGI data solution that bridges the gap between AI capabilities and existing database systems, allowing for real-time, informed decision-making across the enterprise. Key features: AI-Database Integration: Connect AI directly to your existing databases and data sources Natural Language Querying: Ask questions about your data in plain English and get AI-powered responses ...