January 7, 2024 by Omar Sanseviero:

This series aims to demystify embeddings and show you how to use them in your projects. This first blog post will teach you how to use and scale up open-source embedding models. We’ll look into the criteria for picking an existing model, current evaluation methods, and the state of the ecosystem. We’ll look into three exciting applications:

• Finding the most similar Quora or StackOverflow questions
• Given a huge dataset, find the most similar items
• Running search embedding models directly in the users’ browser (no server required)

You can either read the content here or execute it in Google Colab by clicking the badge at the top of the page. Let’s dive into embeddings!

Read Sentence Embeddings | Everything you wanted to know about sentence embeddings (and maybe a bit more)