What exactly is a vector, and more importantly, why should you care? In simple terms, a vector is a numeric representation of data. For example, a paragraph of text, an image, or even a sound clip can be transformed into a vector, which is a series of numbers that capture its meaning, context or features. Vectors allow computers to “understand” unstructured data and compare it in ways that traditional databases cannot, both of which are foundational to AI.
Explore steps to integrate an AI-powered chatbot into your semantic RAG application using Progress MarkLogic FastTrack, enabling dynamic user interactions, LLM responses and customizable UI components.
In today’s data-driven world, maintaining accurate and consistent data across diverse deployment scenarios is critical for organizations. The Progress MarkLogic offering, also available as part of the Progress Data Platform, addresses this challenge with its Flexible Replication functionality.
Learn how to use semantic knowledge graphs, hybrid search and vector reranking to discover the most relevant content and optimize GenAI prompts in your multi-model RAG pipeline.