ChromaDB + Ollama: Build a Local RAG System from Scratch

Dev.to AI
Generative AI NLP

Introduction to Retrieval-Augmented Generation (RAG) Systems Retrieval-Augmented Generation (RAG) systems have revolutionized the field of natural language processing (NLP) by combining the strengths of retrieval-based and generation-based approaches. These systems can generate high-quality text based on a given prompt by retrieving relevant documents from a database and using them to inform the generation process. In this tutorial, we will build a RAG system using ChromaDB and Ollama, two popular open-source tools for building and deploying RAG systems...