A Practical Introduction to Vector Databases
Unlock the power of vector databases. Explore embeddings, optimization techniques, and advanced querying methods to build effective retrieval pipelines for today's applications.
Introduction
Learning Objectives
Introduction
What is a Vector Database?
Vector Embeddings
Vector Space
Quiz
Introduction
Vector Search
Types of Vector Searches
Quiz
Introduction
Approximate Nearest Neighbors
Quiz
Introduction
Overview of the RAG System
Introduction
Chunking
Filtering with Metadata
Retrieval: Hybrid Search and Query Re-Writing
Fine-Tuned Embedding Models
Quiz