message: fixing some nits
diff: "id": "ITZuApL56Mny"
  },
  "source": [
  - "This notebook demonstrates how to generate images of handwritten digits using [tf.keras](https://www.tensorflow.org/programmers_guide/keras) and [eager execution](https://www.tensorflow.org/programmers_guide/eager). To do this, we use Deep Convolutional Generative Adverserial Networks ([DCGAN](https://arxiv.org/pdf/1511.06434.pdf)).\n",
  + "This notebook demonstrates how to generate images of handwritten digits using [tf.keras](https://www.tensorflow.org/programmers_guide/keras) and [eager execution](https://www.tensorflow.org/programmers_guide/eager). To do so, we use Deep Convolutional Generative Adverserial Networks ([DCGAN](https://arxiv.org/pdf/1511.06434.pdf)).\n",
  "\n",
  - "On a colab GPU(Tesla K80), the model takes around 40 seconds per epoch to train.\n",
  + "This model takes about 40 seconds per epoch to train on a single Tesla K80 on Colab, as of July 2018.\n",
  "\n",
  "Below is the output generated after training the generator and discriminator models for 150 epochs.\n",
  "\n",
  },
  "outputs": [],
  "source": [
  + "from __future__ import absolute_import, division, print_function\n",
  + "\n",
  "# Import TensorFlow \u003e= 1.9 and enable eager execution\n",
  "import tensorflow as tf\n",
  "tf.enable_eager_execution()\n",
  