diff --git a/courses/udacity_intro_to_tensorflow_for_deep_learning/l03c01_classifying_images_of_clothing.ipynb b/courses/udacity_intro_to_tensorflow_for_deep_learning/l03c01_classifying_images_of_clothing.ipynb
index 32e70d43ceb..df8227856b8 100644
--- a/courses/udacity_intro_to_tensorflow_for_deep_learning/l03c01_classifying_images_of_clothing.ipynb
+++ b/courses/udacity_intro_to_tensorflow_for_deep_learning/l03c01_classifying_images_of_clothing.ipynb
@@ -120,7 +120,7 @@
       },
       "outputs": [],
       "source": [
-        "!pip install -U tensorflow_datasets"
+        "!pip install -U tensorflow-datasets"
       ]
     },
     {
@@ -188,7 +188,7 @@
         "         alt=\"Fashion MNIST sprite\" width=\"600\">\n",
         "  </td></tr>\n",
         "  <tr><td align=\"center\">\n",
-        "    <b>Figure 1.</b> <a href=\"https://github.com/zalandoresearch/fashion-mnist\">Fashion-MNIST samples</a> (by Zalando, MIT License).<br/>\u0026nbsp;\n",
+        "    <b>Figure 1.</b> <a href=\"https://github.com/zalandoresearch/fashion-mnist\">Fashion-MNIST samples</a> (by Zalando, MIT License).<br/>&nbsp;\n",
         "  </td></tr>\n",
         "</table>\n",
         "\n",