Monday, 2 March 2020

ML Libraries

TensorFlow 2:
  • Popular, big community, fast, by Google, works with CPU, GPU, TPU
  • Recommended!
PyTorch:
  • Somehow wrong design, activation functions should be inside layers
  • Recommended if accepting the wrong design.
Chainer:
  • Similar to PyTorch, Japanese library, mostly only Japanese people use.
Theano:
  • In maintenance mode, no longer development.
  • Avoid using this library, no longer active.
CNTK:
  • Works with Ubuntu 16 only, relies on a lib that exists only on Ubuntu 16, or build the lib by oneself otherwise.
  • Is Microsoft abandoning this lib? should work out-of-the-box on any platform.

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