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Alas, not in a way that I'm capable of, I'm still working through part 1 of Fast.ai's course. I looked over my folder of spectrograms, and there are definitely
by PNWChris 7y ago
Alas, not in a way that I'm capable of, I'm still working through part 1 of Fast.ai's course. I looked over my folder of spectrograms, and there are definitely patterns, but I don't know exactly what features the model deemed relevant.
I've added some example audio to the demo page, so now you can see the accompanying spectrograms of various temperatures without needing to run the notebooks.
There is hope for human understandable models, however. Lots of brilliant minds are working on model interpretability [0][1]!
[0]: https://distill.pub/2018/building-blocks/ https://distill.pub/2018/building-blocks/
[1]: https://openai.com/blog/interpretable-machine-learning-through-teaching/ https://openai.com/blog/interpretable-machine-learning-throu...