The Ultimate Guide to Embeddings and Vector Databases
These 2 Tools Are Behind Any Advanced AI Application
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Artificial intelligence is on the rise and two concepts are becoming increasingly crucial for anyone building AI products: embeddings and vector databases.
These powerful tools are the secret sauce behind many advanced AI applications, from chatbots with long-term memory to semantic search engines that can understand the meaning behind your queries.
But what exactly are they, and how can you harness their potential?
Contents
· What Are Embeddings?
· Vector Databases: Where Embeddings Live
· Getting Started with OpenAI’s Embeddings
∘ Exploring Different Types of Embeddings
∘ Storing Embeddings: Enter Vector Databases
∘ Searching Vector Databases
· Wrapping Up
What Are Embeddings?
They’re not just random numbers; embeddings are numerical representations that models learn through…