cs230-stanford/cs230-code-examples

Organization of the blog posts

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omoindrot commented

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