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

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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 Intro02:02 Project setup03:29 Embeddings 10105:07 Server-side Embeddings06:14 SBERT & Hugging Face10:22 Sentence Transformers Models17:18 MTEB28:35 Inference API55:37 Transformers.js1:10:38 Embeddings in the Browser1:20:19 The Future of Embeddings1:24:23 Thanks for watching!

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