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                                            Alibi Zhenis

[FEATURE] Converting traditional ML algorithms using Hummingbird and benchmark model performance.

I'd like to work on this

[FEATURE] Converting traditional ML algorithms using Hummingbird and benchmark model performance.

So I played around with it in this notebook: https://www.kaggle.com/code/alibizhenis/hummingbird I trained and converted Random Forest, SVC, and KNN classifiers using sklearn and converted them to torch. Points to note:...

[FEATURE] Converting traditional ML algorithms using Hummingbird and benchmark model performance.

I compared three transformative models here: https://www.kaggle.com/code/alibizhenis/hummingbird-pca - I couldn't convert them to onnx again, but converted all of them to torchscript - All three pairs of models produce datasets...

[FEATURE] Converting traditional ML algorithms using Hummingbird and benchmark model performance.

I tested them in the same notebook with skl2onnx. Results of PCA and KernelPCA matched, while converted TruncatedSVD model produced completely different result for some reason.

[FEATURE] Converting traditional ML algorithms using Hummingbird and benchmark model performance.

Which framework would you like me to use for time series models? Because I don't think sklearn supports any. There is a statsmodels package, but it's not supported by hummingbird.

[FEATURE] Converting traditional ML algorithms using Hummingbird and benchmark model performance.

I added the notebooks for PCA and classification. Upon further research on time series forecasting, I concluded the following: - Hummingbird doesn't support any time series models. - There are...

[FEATURE] Converting traditional ML algorithms using Hummingbird and benchmark model performance.

Upon further research, I couldn't find ways to convert models from popular time series packages like statsmodels. Nonetheless, I found ways to use some models in torchscript and onnx (mostly...

Model Conversion example notebooks

What about this PR?

Model Conversion example notebooks

I added the description. Hope it clarifies all questions.

Model Conversion example notebooks

test_save_as_onnx() failed. I haven't touched it. Maybe it's because of added dependencies, though I doubt it. Can you run the tests again?