Add Static Embeddings blog

[tomaarsen]

Preparing the Article

• Add an entry to _blog.yml.
• Add a thumbnail. There are no requirements here, but there is a template if it's helpful.
• Check you use a short title and blog path.
• Upload any additional assets (such as images) to the Documentation Images repo. This is to reduce bloat in the GitHub base repo when cloning and pulling. Try to have small images to avoid a slow or expensive user experience.
• Add metadata (such as authors) to your md file. You can also specify guest or org for the authors.
• Ensure the publication date is correct.
• Preview the content. A quick way is to paste the markdown content in https://huggingface.co/new-blog. Do not click publish, this is just a way to do an early check.

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• Tom Aarsen

[Vaibhavs10]

Reads very nicely @tomaarsen - very detailed, I left some suggestions to hopefully increase the impact of the blogpost 🤗

[pcuenca]

Amazing! In addition to the suggestions below (mostly nits), I think we could link to the previous blog posts somewhere: https://huggingface.co/blog/train-sentence-transformers, https://huggingface.co/blog/matryoshka.

I think we can also reword the conclusion a bit to focus more on the method than the models (similar to what I suggested for the intro). I can suggest something later if you agree.

[Vaibhavs10]

Nice! Thanks a lot for factoring in changes @tomaarsen