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Michelle Casbon

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    Swift for TensorFlow: A portable, flexible platform for deep learning
    Brennan Saeta
    Denys Shabalin
    Marc Rasi
    Brad Larson
    Xihui Wu
    Parker Schuh
    Michelle Casbon
    Daniel Zheng
    Saleem Abdulrasool
    Aleksandr Efremov
    Dave Abrahams
    Chris Lattner
    Richard Wei
    MLSys (2021)
    Preview abstract Swift for TensorFlow is a deep learning platform that scales from mobile devices to clusters of hardware accelerators in data centers. It combines a language-integrated automatic differentiation system and multiple Tensor implementations within a modern ahead-of-time compiled language oriented around mutable value semantics. The resulting platform has been validated through use in over 30 deep learning models and has been employed across data center and mobile applications. View details
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