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Model Cards: Add kid-friendly cards for models used, and for models created #29

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kevinrobinson opened this issue Nov 7, 2019 · 0 comments
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documentation Improvements or additions to documentation

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@kevinrobinson
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This project is an awesome introduction to ML design, hopefully for many people! 👍

It would be amazing if it could model awesome practices in ML design, and adding model cards seems like one great step:

In order to clarify the intended use cases of machine learning models and minimize their usage in contexts they are not well-suited for, we recommend that released models be accompanied by documentation detailing their performance characteristics.

It would be amazing to do this in an accessible and kid-friendly way for the models used in the training process, even if to start it's as simple as:

For image classification, Teachable Machine uses a model created with the MobileNet v2 architecture trained on the ImageNet dataset.

Further, It would be amazing if the tool prompted users to add a model card to the ML models that it helps them create. Especially for first-time folks, a one line prompt to "Describe the training data so people can decide where it's safe to use this model" with a link to more info could be a powerful opportunity for teaching folks who are new to ML. So when people share, this could be included along with other metadata:

Created with Teachable Machine, trained with transfer learning using 46 images on 11/7/19. The pre-trained model underneath used the MobileNet v2 architecture trained on the ImageNet dataset. Note from designer: I made this from a few images on the webcam in class today.

I'm happy to brainstorm further or sketch something or collaborate however else if folks are open to it. Thanks!

@irealva irealva added the documentation Improvements or additions to documentation label Nov 11, 2019
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