TensorFlow 1.0 unlocks machine learning on smartphones

From InfoWorld: TensorFlow, Google's open source deep learning framework, has announced a release candidate for a full-blown version 1.0.

Version 1.0 not only brings improvements to the framework's gallery of machine learning functions, but also eases TensorFlow development to Python and Java users and improves debugging. A new compiler that optimizes TensorFlow computations opens the door to a new class of machine learning apps that can run on smartphone-grade hardware.

Since Python's one of the biggest platforms for building and working with machine learning applications, it's only fitting that TensorFlow 1.0 focuses on improving Python interactions. The TensorFlow Python API has been upgraded so that the syntax and metaphors TensorFlow uses are a better match for Python's own, offering better consistency between the two.

The bad news is those changes are guaranteed to break existing Python applications. TensorFlow's developers have released a script to automatically upgrade old-style TensorFlow API scripts to the new format, but the script can't fix everything; you may still need to tweak scripts manually as needed.

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