diff --git a/tutorials/python_data_entry_point.ipynb b/tutorials/python_data_entry_point.ipynb
index ed6987a..e64201d 100644
--- a/tutorials/python_data_entry_point.ipynb
+++ b/tutorials/python_data_entry_point.ipynb
@@ -1,7 +1,7 @@
 {
  "metadata": {
   "name": "",
-  "signature": "sha256:bd98b97f9830126c7a9d419b19f563a8b78d66b25dba8c380e54754b84335a50"
+  "signature": "sha256:27a1e02eab6a2a036c525e3b099008ab58937df3266f55f5072b9a68b1693306"
  },
  "nbformat": 3,
  "nbformat_minor": 0,
@@ -118,7 +118,7 @@
       "\n",
       "- [Linear Transformation: Principal Component Analysis (PCA)](#PCA)\n",
       "\n",
-      "- [Linear Transformation: Linear Discrciminant Analysis (MDA)](#MDA)\n",
+      "- [Linear Transformation: Linear Discrciminant Analysis (LDA)](#MDA)\n",
       "\n",
       "- [Simple Supervised Classification](#Simple-Supervised-Classification)\n",
       "\n",