Our friends at HuggingFace published a really cool explanation on embeddings.
Check it out:
LLM Embeddings Explained: A Visual and Intuitive Guide - a Hugging Face Space by hesamation?
SambaCloud also supports embeddings too: Embeddings - SambaNova Documentation