fix links

Author: hamelsmu

_notebooks/03_classification.ipynb

@@ -4,7 +4,10 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Chapter 3 – Classification**\n",
+    "# Classification\n",
+    "> Chapter 3\n",
+    "\n",
+    "- permalink: /03_classification\n",
     "\n",
     "_This notebook contains all the sample code and solutions to the exercises in chapter 3._"
    ]

_notebooks/09_unsupervised_learning.ipynb

@@ -7,6 +7,8 @@
     "# Unsupervised Learning\n",
     "> Chapter 9\n",
     "\n",
+    "- permalink: /09_unsupervised_learning\n",
+    "\n",
     "_This notebook contains all the sample code in chapter 9._"
    ]
   },

_notebooks/13_loading_and_preprocessing_data.ipynb

@@ -7,7 +7,7 @@
     "# Loading and Preprocessing Data with TensorFlow\n",
     "> Chapter 13\n",
     "\n",
-    "permalink: /13_loading_and_preprocessing_data\n",
+    "- permalink: /13_loading_and_preprocessing_data\n",
     "\n",
     "_This notebook contains all the sample code and solutions to the exercises in chapter 13._"
    ]

_notebooks/14_deep_computer_vision_with_cnns.ipynb

@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Title: Deep Computer Vision Using Convolutional Neural Networks\n",
+    "# Deep Computer Vision Using Convolutional Neural Networks\n",
     "> Chapter 14\n",
     "\n",
     "- permalink: /14_deep_computer_vision_with_cnns"

index.html

@@ -30,7 +30,7 @@ <h2 id="Notebooks">Notebooks<a class="anchor-link" href="#Notebooks"> </a></h2><
 <li><a href="14_deep_computer_vision_with_cnns">Deep Computer Vision Using Convolutional Neural Networks</a></li>
 <li><a href="15_processing_sequences_using_rnns_and_cnns">Processing Sequences Using RNNs and CNNs</a></li>
 <li><a href="16_nlp_with_rnns_and_attention">Natural Language Processing with RNNs and Attention</a></li>
-<li><a href="17_autoencoders">Representation Learning Using Autoencoders</a></li>
+<li><a href="17_autoencoders_and_gans">Representation Learning Using Autoencoders</a></li>
 <li><a href="18_reinforcement_learning">Reinforcement Learning</a></li>
 <li><a href="19_training_and_deploying_at_scale">Training and Deploying TensorFlow Models at Scale</a></li>
 </ol>