diff --git a/15_processing_sequences_using_rnns_and_cnns.ipynb b/15_processing_sequences_using_rnns_and_cnns.ipynb
index 7b9b4f6..8b84d99 100644
--- a/15_processing_sequences_using_rnns_and_cnns.ipynb
+++ b/15_processing_sequences_using_rnns_and_cnns.ipynb
@@ -2942,13 +2942,23 @@
    "cell_type": "code",
    "execution_count": 82,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Downloading data from http://download.tensorflow.org/data/quickdraw_tutorial_dataset_v1.tar.gz\n",
+      "1065304064/1065301781 [==============================] - 230s 0us/step\n",
+      "1065312256/1065301781 [==============================] - 230s 0us/step\n"
+     ]
+    }
+   ],
    "source": [
-    "DOWNLOAD_ROOT = \"http://download.tensorflow.org/data/\"\n",
-    "FILENAME = \"quickdraw_tutorial_dataset_v1.tar.gz\"\n",
-    "filepath = tf.keras.utils.get_file(FILENAME,\n",
-    "                                   DOWNLOAD_ROOT + FILENAME,\n",
-    "                                   cache_subdir=\"datasets/quickdraw\",\n",
+    "tf_download_root = \"http://download.tensorflow.org/data/\"\n",
+    "filename = \"quickdraw_tutorial_dataset_v1.tar.gz\"\n",
+    "filepath = tf.keras.utils.get_file(filename,\n",
+    "                                   tf_download_root + filename,\n",
+    "                                   cache_dir=\".\",\n",
     "                                   extract=True)"
    ]
   },
@@ -2975,16 +2985,16 @@
     {
      "data": {
       "text/plain": [
-       "['/Users/ageron/.keras/datasets/quickdraw/training.tfrecord-00000-of-00010',\n",
-       " '/Users/ageron/.keras/datasets/quickdraw/training.tfrecord-00001-of-00010',\n",
-       " '/Users/ageron/.keras/datasets/quickdraw/training.tfrecord-00002-of-00010',\n",
-       " '/Users/ageron/.keras/datasets/quickdraw/training.tfrecord-00003-of-00010',\n",
-       " '/Users/ageron/.keras/datasets/quickdraw/training.tfrecord-00004-of-00010',\n",
-       " '/Users/ageron/.keras/datasets/quickdraw/training.tfrecord-00005-of-00010',\n",
-       " '/Users/ageron/.keras/datasets/quickdraw/training.tfrecord-00006-of-00010',\n",
-       " '/Users/ageron/.keras/datasets/quickdraw/training.tfrecord-00007-of-00010',\n",
-       " '/Users/ageron/.keras/datasets/quickdraw/training.tfrecord-00008-of-00010',\n",
-       " '/Users/ageron/.keras/datasets/quickdraw/training.tfrecord-00009-of-00010']"
+       "['datasets/training.tfrecord-00000-of-00010',\n",
+       " 'datasets/training.tfrecord-00001-of-00010',\n",
+       " 'datasets/training.tfrecord-00002-of-00010',\n",
+       " 'datasets/training.tfrecord-00003-of-00010',\n",
+       " 'datasets/training.tfrecord-00004-of-00010',\n",
+       " 'datasets/training.tfrecord-00005-of-00010',\n",
+       " 'datasets/training.tfrecord-00006-of-00010',\n",
+       " 'datasets/training.tfrecord-00007-of-00010',\n",
+       " 'datasets/training.tfrecord-00008-of-00010',\n",
+       " 'datasets/training.tfrecord-00009-of-00010']"
       ]
      },
      "execution_count": 84,
@@ -3004,16 +3014,16 @@
     {
      "data": {
       "text/plain": [
-       "['/Users/ageron/.keras/datasets/quickdraw/eval.tfrecord-00000-of-00010',\n",
-       " '/Users/ageron/.keras/datasets/quickdraw/eval.tfrecord-00001-of-00010',\n",
-       " '/Users/ageron/.keras/datasets/quickdraw/eval.tfrecord-00002-of-00010',\n",
-       " '/Users/ageron/.keras/datasets/quickdraw/eval.tfrecord-00003-of-00010',\n",
-       " '/Users/ageron/.keras/datasets/quickdraw/eval.tfrecord-00004-of-00010',\n",
-       " '/Users/ageron/.keras/datasets/quickdraw/eval.tfrecord-00005-of-00010',\n",
-       " '/Users/ageron/.keras/datasets/quickdraw/eval.tfrecord-00006-of-00010',\n",
-       " '/Users/ageron/.keras/datasets/quickdraw/eval.tfrecord-00007-of-00010',\n",
-       " '/Users/ageron/.keras/datasets/quickdraw/eval.tfrecord-00008-of-00010',\n",
-       " '/Users/ageron/.keras/datasets/quickdraw/eval.tfrecord-00009-of-00010']"
+       "['datasets/eval.tfrecord-00000-of-00010',\n",
+       " 'datasets/eval.tfrecord-00001-of-00010',\n",
+       " 'datasets/eval.tfrecord-00002-of-00010',\n",
+       " 'datasets/eval.tfrecord-00003-of-00010',\n",
+       " 'datasets/eval.tfrecord-00004-of-00010',\n",
+       " 'datasets/eval.tfrecord-00005-of-00010',\n",
+       " 'datasets/eval.tfrecord-00006-of-00010',\n",
+       " 'datasets/eval.tfrecord-00007-of-00010',\n",
+       " 'datasets/eval.tfrecord-00008-of-00010',\n",
+       " 'datasets/eval.tfrecord-00009-of-00010']"
       ]
      },
      "execution_count": 85,