Vector Databases for RAG: An Introduction

Gain expertise in using vector databases and improve your data retrieval skills in this hands-on course! During the course, you’ll explore the fundamental principles of similarity search and vector databases, learn how they differ from traditional databases, and discover their importance in recommendation systems and Retrieval-Augmented Generation (RAG) applications. You’ll also dive into key concepts such as vector operations and database architecture to develop a strong grasp of Chroma DB's

• Differentiate vector and traditional databases by functionality and use cases
• Perform core operations in ChromaDB including updates and collection management
• Apply similarity search techniques and build recommendation systems
• Understand internal mechanisms within Retrieval-Augmented Generation