diff --git a/Chapter - 8/[8] - K Means Clustering.ipynb b/Chapter - 8/[8] - K Means Clustering.ipynb
index d09a6fa..5e32dfb 100644
--- a/Chapter - 8/[8] - K Means Clustering.ipynb	
+++ b/Chapter - 8/[8] - K Means Clustering.ipynb	
@@ -13,7 +13,7 @@
     "\n",
     "<br/><br/>\n",
     "\n",
-    "As stated earlier, we provide only ___features___ in ___Unsupervides Learning___ and then let the algorithm cluster the data\n",
+    "As stated earlier, we provide only ___features___ in ___Unsupervised Learning___ and then let the algorithm cluster the data\n",
     "\n",
     "\n",
     "<br/><br/>\n",