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cs230-stanford / cs230-code-examples

Code examples in pyTorch and Tensorflow for CS230
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Organization of the blog posts #7

Closed omoindrot closed 6 years ago

omoindrot commented 6 years ago

General (common between TensorFlow and PyTorch)

  1. Introduction to project starter code
  2. Logging + hyperparams
  3. AWS setup
  4. Train/Dev/Test set

TensorFlow

  1. Getting started
  2. Dataset pipeline: tf.data
  3. Creating the model (tf.layers) + training + evaluation
    • model
    • training ops
    • input_fn and model_fn
    • evaluation and tf.metrics
    • initialization
    • saving
    • tensorboard
    • global_step