$0 Embeddings (OpenAI vs. free & open source)

What is the cheapest way to generate text embeddings? And how do they compare to OpenAI? To try everything Brilliant has to offer—free—for a full 30 days, visit https://brilliant.org/RabbitHoleSyndrome. The first 200 of you will get 20% off Brilliant’s annual premium subscription. This video was sponsored by Brilliant. The video is going to explore the world of open source embedding models, how to use them, and how they compare to OpenAI's text-embedding-ada-002. Source code: https://github.com/rabbit-hole-syndrome/open-source-embeddings Sentence Embeddings (SBERT): https://sbert.net/ MTEB Leaderboard: https://huggingface.co/spaces/mteb/leaderboard 00:00 Intro 02:02 Project setup 03:29 Embeddings 101 05:07 Server-side Embeddings 06:14 SBERT & Hugging Face 10:22 Sentence Transformers Models 17:18 MTEB 28:35 Inference API 55:37 Transformers.js 1:10:38 Embeddings in the Browser 1:20:19 The Future of Embeddings 1:24:23 Thanks for watching!