diff --git a/3.5-classifying-movie-reviews.ipynb b/3.5-classifying-movie-reviews.ipynb
index 1d445a7ff2..3e3c416369 100644
--- a/3.5-classifying-movie-reviews.ipynb
+++ b/3.5-classifying-movie-reviews.ipynb
@@ -856,7 +856,7 @@
     "plt.plot(epochs, val_acc, 'b', label='Validation acc')\n",
     "plt.title('Training and validation accuracy')\n",
     "plt.xlabel('Epochs')\n",
-    "plt.ylabel('Loss')\n",
+    "plt.ylabel('Accuracy')\n",
     "plt.legend()\n",
     "\n",
     "plt.show()"
@@ -1043,7 +1043,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.2"
+   "version": "3.6.4"
   }
  },
  "nbformat": 4,