Machine Learning with PyTorch and Scikit-Learn – The *New* Python ML Book

This page summarizes the projects mentioned and recommended in the original post on news.ycombinator.com

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  1. cuml

    cuML - RAPIDS Machine Learning Library

  2. Judoscale

    Save 47% on cloud hosting with autoscaling that just works. Judoscale integrates with Django, FastAPI, Celery, and RQ to make autoscaling easy and reliable. Save big, and say goodbye to request timeouts and backed-up task queues.

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  3. scikit-learn-intelex

    Extension for Scikit-learn is a seamless way to speed up your Scikit-learn application

  4. hummingbird

    Hummingbird compiles trained ML models into tensor computation for faster inference.

    I think Rapids AI's cuML tried to go into this direction (essentially scikit-learn on the GPU): https://docs.rapids.ai/api/cuml/stable/api.html#logistic-reg.... For some reason it never took really off though.

    Btw., going on a tangent, you might like Hummingbird (https://github.com/microsoft/hummingbird). It allows you trained scikit-learn tree-based models to PyTorch. I watched the SciPy talk last year, and it's a super smart & elegant idea.

NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a more popular project.

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