diff --git a/convolutional_nn.ipynb b/convolutional_nn.ipynb
index ffea4ce2bf45c0b93cac03b1763e629667afc275..594d4155ac5599a7d1059237206d34d397eb8a4e 100644
--- a/convolutional_nn.ipynb
+++ b/convolutional_nn.ipynb
@@ -41,25 +41,16 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Using TensorFlow backend.\n",
-      "/opt/conda/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:526: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
-      "  _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n",
-      "/opt/conda/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:527: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
-      "  _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n",
-      "/opt/conda/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:528: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
-      "  _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n",
-      "/opt/conda/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:529: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
-      "  _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n",
-      "/opt/conda/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:530: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
-      "  _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n",
-      "/opt/conda/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:535: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
-      "  np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n"
+      "Using TensorFlow backend.\n"
      ]
     }
    ],
    "source": [
     "%matplotlib inline\n",
     "\n",
+    "import tensorflow as tf\n",
+    "tf.logging.set_verbosity(tf.logging.ERROR) # Suppress TF warnings\n",
+    "\n",
     "import keras\n",
     "from keras.datasets import mnist\n",
     "from keras.models import Sequential\n",