Seeking Ontologies for Representing Physics and ML Models

·May 29, 2024 02:55 PM

Hi there 👋 could anyone point me to ontologies for representing models. I am directly interested in expressing metadata about physics models, but also interested about other types such as machine learning models and statistical models in general

6 comments

· Sorted by Oldest

Raphael Troncy
·
Is https://2024.eswc-conferences.org/wp-content/uploads/2024/04/146640512.pdf what you’re looking for?
François S.
·
Yes that is very useful. Merci Raphael! I wonder if there exist works more focused on the models. More statistically oriented in a sense
Raphael Troncy
·
You mean, expressing metadata that will describe the type and volume of data that has been used for training the model, the model architecture, the hyperparameters, etc.? In a structured way? There are numerous initiatives indeed, even ML Commons is a start.
François S.
·
yes, that. Thank you for the pointer to ML commons!
François S.
·
Croissant! https://docs.mlcommons.org/croissant/
👍2
Raphael Troncy
·
Yes, this is what I had in mind
👍1

Raphael Troncy
·
Is https://2024.eswc-conferences.org/wp-content/uploads/2024/04/146640512.pdf what you’re looking for?
François S.
·
Yes that is very useful. Merci Raphael! I wonder if there exist works more focused on the models. More statistically oriented in a sense
Raphael Troncy
·
You mean, expressing metadata that will describe the type and volume of data that has been used for training the model, the model architecture, the hyperparameters, etc.? In a structured way? There are numerous initiatives indeed, even ML Commons is a start.
François S.
·
yes, that. Thank you for the pointer to ML commons!
François S.
·
Croissant! https://docs.mlcommons.org/croissant/
👍2
Raphael Troncy
·
Yes, this is what I had in mind
👍1