<commit_before>{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "0TD5ZrvEMbhZ"
      },
      "source": [
        "##### Copyright 2018 The TensorFlow Authors.\n",
        "\n",
        "Licensed under the Apache License, Version 2.0 (the \"License\").\n",
        "\n",
        "# Convolutional VAE: An example with tf.keras and eager\n",
        "\n",
        "\u003ctable class=\"tfo-notebook-buttons\" align=\"left\"\u003e\u003ctd\u003e\n",
        "\u003ca target=\"_blank\"  href=\"https://colab.research.google.com/github/tensorflow/tensorflow/blob/master/tensorflow/contrib/eager/python/examples/generative_examples/cvae.ipynb\"\u003e\n",
        "    \u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e  \n",
        "\u003c/td\u003e\u003ctd\u003e\n",
        "\u003ca target=\"_blank\"  href=\"https://github.com/tensorflow/tensorflow/tree/master/tensorflow/contrib/eager/python/examples/generative_examples/cvae.ipynb\"\u003e\u003cimg width=32px src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\u003c/td\u003e\u003c/table\u003e"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "ITZuApL56Mny"
      },
      "source": [
        "![evolution of output during training](tensorflow.org/images/autoencoders/cvae.gif)\n",
        "\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) by training a Variational Autoencoder. (VAE, [[1]](https://arxiv.org/abs/1312.6114), [[2]](https://arxiv.org/abs/1401.4082)).\n",
        "\n"<commit_msg>Adding HTTPS to link so a GIF displays properly.<commit_after>{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "0TD5ZrvEMbhZ"
      },
      "source": [
        "##### Copyright 2018 The TensorFlow Authors.\n",
        "\n",
        "Licensed under the Apache License, Version 2.0 (the \"License\").\n",
        "\n",
        "# Convolutional VAE: An example with tf.keras and eager\n",
        "\n",
        "\u003ctable class=\"tfo-notebook-buttons\" align=\"left\"\u003e\u003ctd\u003e\n",
        "\u003ca target=\"_blank\"  href=\"https://colab.research.google.com/github/tensorflow/tensorflow/blob/master/tensorflow/contrib/eager/python/examples/generative_examples/cvae.ipynb\"\u003e\n",
        "    \u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e  \n",
        "\u003c/td\u003e\u003ctd\u003e\n",
        "\u003ca target=\"_blank\"  href=\"https://github.com/tensorflow/tensorflow/tree/master/tensorflow/contrib/eager/python/examples/generative_examples/cvae.ipynb\"\u003e\u003cimg width=32px src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\u003c/td\u003e\u003c/table\u003e"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "ITZuApL56Mny"
      },
      "source": [
        "![evolution of output during training](https://tensorflow.org/images/autoencoders/cvae.gif)\n",
        "\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) by training a Variational Autoencoder. (VAE, [[1]](https://arxiv.org/abs/1312.6114), [[2]](https://arxiv.org/abs/1401.4082)).\n",
        "\n"
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