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tensorflow.md

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Tensorflow

  • OS Machine learning/ Deep learning platform
  • Lazy evaluate during build, full evaluate during execution.
  • TensorFlow Estimator API
    • High level object oriented API
    • Makes it easy to build models.
    • Specifies predefined architectures, such as linear regressors or neural networks.
  • Tf.layers, tf.losses, tf.metrics
    • Reusable libraries for common model components.
  • Python TensorFlow
    • Provides Ops, which wrap C++ Kernels
  • Can run on CPU, GPU, or TPU
    • Kernels work on more than one platform.
  • Feature Engineering
    • Often means converting raw log file entries to tf.Example protocol buffers. See also tf.Transform