Extract and store embeddings from BioCLIP

[metazool]

BioCLIP is a foundation model designed for classification of all or parts of biological images of all kinds, it could also be a useful source of embeddings that would generalise to a few projects

Aiming at running BioCLIP for the same outcome as #5 could be a great exercise for our regular pair programming session @albags ?

[metazool]

Searching an aerial photo with text queries – a demo and how it works - lovely blog writeup about the potential inherent in this approach, in this case doing text search from embeddings with a model called SkyCLIP that's fine-tuned on remote sensing imagery

[metazool]

https://imageomics.github.io/bioclip/ - BioCLIP paper

[metazool]

https://github.com/Imageomics/bioclip/blob/main/docs/imageomics/BioCLIP_ModelCard.md - it has a model card, which is really good to see - something the Turing Inst projects should be consistently advocating for!

See also BioCLIP on HuggingFace https://huggingface.co/imageomics/bioclip