diff --git a/samples/04_gis_analysts_data_scientists/land_cover_classification_using_unet.ipynb b/samples/04_gis_analysts_data_scientists/land_cover_classification_using_unet.ipynb
index 5f42c869c..1db66faeb 100644
--- a/samples/04_gis_analysts_data_scientists/land_cover_classification_using_unet.ipynb
+++ b/samples/04_gis_analysts_data_scientists/land_cover_classification_using_unet.ipynb
@@ -79,8 +79,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "gis = GIS('home')\n",
-    "ent_gis = GIS('https://pythonapi.playground.esri.com/portal', 'arcgis_python', 'amazing_arcgis_123')"
+    "gis = GIS(profile=\"your_online_profile\")\n",
+    "ent_gis = GIS(profile=\"your_enterprise_profile\")"
    ]
   },
   {
@@ -171,7 +171,7 @@
     }
    ],
    "source": [
-    "m = ent_gis.map(\"Kent county, Delaware\", 15)\n",
+    "m = ent_gis.map(\"Kent county, Delaware\")\n",
     "m"
    ]
   },
@@ -181,7 +181,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "m.add_layer(world_imagery_layer)"
+    "m.content.add(world_imagery_layer)"
    ]
   },
   {
@@ -190,7 +190,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "m.add_layer(label_layer)"
+    "m.content.add(label_layer)"
    ]
   },
   {
@@ -1003,7 +1003,7 @@
     "                               model_arguments={\"padding\":100, \"batch_size\":16, \"predict_background\":True, \"test_time_augmentation\":True},\n",
     "                               output_name = \"land_cover_sample_inference_result\"+str(datetime.now().microsecond),\n",
     "                               context = context,\n",
-    "                               gis = ent_gis2)\n",
+    "                               gis = ent_gis)\n",
     "out_classify"
    ]
   },
@@ -1023,7 +1023,7 @@
     "from arcgis.raster.functions import colormap\n",
     "\n",
     "result_map = ent_gis.map('Kent County, Delaware')\n",
-    "result_map.basemap = 'satellite'"
+    "result_map.basemap.basemap = 'satellite'"
    ]
   },
   {
@@ -1072,10 +1072,10 @@
     }
    ],
    "source": [
-    "result_map.add_layer(colormap(out_classify.layers[0], \n",
+    "result_map.content.add(colormap(out_classify.layers[0], \n",
     "                              colormap = land_cover_colormap, \n",
     "                              astype='u8'),\n",
-    "                     {'opacity':0.2})\n",
+    "                     options={'opacity':0.2})\n",
     "result_map"
    ]
   },