Data-Oriented Programming in Python

This page summarizes the projects mentioned and recommended in the original post on news.ycombinator.com
Machine Learning Numpy Tensorflow Dataframes Python

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  • riptable

    64bit multithreaded python data analytics tools for numpy arrays and datasets

    I'd like to plug riptables (https://github.com/rtosholdings/riptable), which is (more-or-less) a performance upgrade to pandas.

  • tensorflow

    An Open Source Machine Learning Framework for Everyone

    > In practice, scientific computing users rely on the NumPy family of libraries e.g. NumPy, SciPy, TensorFlow, PyTorch, CuPy, JAX, etc..

    this is a somewhat confusing statement. most of these libraries actually don't rely on numpy. e.g. tensorflow ultimately wraps c++/eigen tensors [0] and numpy enters somewhere higher up in their python integration

    [0] https://github.com/tensorflow/tensorflow/blob/master/tensorf...

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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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