Enterprise GENERATIVE AI Well-Architected Framework & Patterns

Embedding & Vector Database

To design an effective solution using any Large Language Model (LLM), it is crucial to have a clear understanding of an important concept known as Embeddings . In this section,we will discuss the concept of Embedding and in the following section we will talk about the Vector Database.

What are Embeddings and why are they so important?

If you come from a Data Science or Machine Learning background, you're likely already familiar with embeddings. In simple terms, embeddings are used to determine the similarity or closeness between different entities or data, whether they are texts, words, graphics, digital assets, or any pieces of information.

For instance, consider the following sentences: ...