diff --git a/BHPD/01-DNN-Regression.ipynb b/BHPD/01-DNN-Regression.ipynb
index a713f2a7cf7553a96c709f27199b8000d9d9e23c..e00d427f28544e8c508f329e36d633f4a9b1382e 100644
--- a/BHPD/01-DNN-Regression.ipynb
+++ b/BHPD/01-DNN-Regression.ipynb
@@ -268,7 +268,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Données manquantes :  0   Shape is :  (506, 14)\n"
+      "Missing Data :  0   Shape is :  (506, 14)\n"
      ]
     }
    ],
@@ -276,7 +276,7 @@
     "data = pd.read_csv('./data/BostonHousing.csv', header=0)\n",
     "\n",
     "display(data.head(5).style.format(\"{0:.2f}\").set_caption(\"Few lines of the dataset :\"))\n",
-    "print('Données manquantes : ',data.isna().sum().sum(), '  Shape is : ', data.shape)"
+    "print('Missing Data : ',data.isna().sum().sum(), '  Shape is : ', data.shape)"
    ]
   },
   {
@@ -1327,7 +1327,7 @@
    "source": [
     "\n",
     "predictions = model.predict( my_data )\n",
-    "print(\"Prédiction : {:.2f} K$\".format(predictions[0][0]))\n",
+    "print(\"Prediction : {:.2f} K$\".format(predictions[0][0]))\n",
     "print(\"Reality    : {:.2f} K$\".format(real_price))"
    ]
   },