correct heading

Author: Sandeep Kumar

guide/14-deep-learning/pixel_based_classification.ipynb

@@ -14,7 +14,7 @@
    },
    "source": [
     "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n",
-    "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Prerequisites\" data-toc-modified-id=\"Prerequisites-1\">Prerequisites</a></span></li><li><span><a href=\"#Introduction\" data-toc-modified-id=\"Introduction-2\">Introduction</a></span></li><li><span><a href=\"#Export-training-data-for-deep-learning\" data-toc-modified-id=\"Export-training-data-for-deep-learning-3\">Export training data for deep learning</a></span><ul class=\"toc-item\"><li><span><a href=\"#Import-ArcGIS-API-for-Python-and-get-connected-to-your-GIS\" data-toc-modified-id=\"Import-ArcGIS-API-for-Python-and-get-connected-to-your-GIS-3.1\">Import ArcGIS API for Python and get connected to your GIS</a></span></li><li><span><a href=\"#Prepare-data-that-will-be-used-for-training-data-export\" data-toc-modified-id=\"Prepare-data-that-will-be-used-for-training-data-export-3.2\">Prepare data that will be used for training data export</a></span></li><li><span><a href=\"#Specify-a-folder-name-in-raster-store-that-will-be-used-to-store-our-training-data\" data-toc-modified-id=\"Specify-a-folder-name-in-raster-store-that-will-be-used-to-store-our-training-data-3.3\">Specify a folder name in raster store that will be used to store our training data</a></span></li><li><span><a href=\"#Export-training-data-using-arcgis.learn\" data-toc-modified-id=\"Export-training-data-using-arcgis.learn-3.4\">Export training data using <code>arcgis.learn</code></a></span></li></ul></li><li><span><a href=\"#Model-training\" data-toc-modified-id=\"Model-training-4\">Model training</a></span><ul class=\"toc-item\"><li><span><a href=\"#Visualize-training-data\" data-toc-modified-id=\"Visualize-training-data-4.1\">Visualize training data</a></span></li><li><span><a href=\"#Load-model-architecture\" data-toc-modified-id=\"Load-model-architecture-4.2\">Load model architecture</a></span></li><li><span><a href=\"#Train-a-model-through-learning-rate-tuning-and-transfer-learning\" data-toc-modified-id=\"Train-a-model-through-learning-rate-tuning-and-transfer-learning-4.3\">Train a model through learning rate tuning and transfer learning</a></span></li><li><span><a href=\"#Visualize-classification-results-in-validation-set\" data-toc-modified-id=\"Visualize-classification-results-in-validation-set-4.4\">Visualize classification results in validation set</a></span></li></ul></li><li><span><a href=\"#Deployment-and-inference\" data-toc-modified-id=\"Deployment-and-inference-5\">Deployment and inference</a></span><ul class=\"toc-item\"><li><span><a href=\"#Locate-model-package\" data-toc-modified-id=\"Locate-model-package-5.1\">Locate model package</a></span></li><li><span><a href=\"#Model-inference\" data-toc-modified-id=\"Model-inference-5.2\">Model inference</a></span></li></ul></li><li><span><a href=\"#Visualize-land-cover-classification-on-map\" data-toc-modified-id=\"Visualize-land-cover-classification-on-map-6\">Visualize land cover classification on map</a></span></li></ul></div>"
+    "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Prerequisites\" data-toc-modified-id=\"Prerequisites-1\">Prerequisites</a></span></li><li><span><a href=\"#Introduction\" data-toc-modified-id=\"Introduction-2\">Introduction</a></span></li><li><span><a href=\"#Export-training-data-for-deep-learning\" data-toc-modified-id=\"Export-training-data-for-deep-learning-3\">Export training data for deep learning</a></span><ul class=\"toc-item\"><li><span><a href=\"#Import-ArcGIS-API-for-Python-and-get-connected-to-your-GIS\" data-toc-modified-id=\"Import-ArcGIS-API-for-Python-and-get-connected-to-your-GIS-3.1\">Import ArcGIS API for Python and get connected to your GIS</a></span></li><li><span><a href=\"#Preprocess-Training-data\" data-toc-modified-id=\"Preprocess-Training-data-3.2\">Preprocess Training data</a></span></li><li><span><a href=\"#Specify-a-folder-name-in-raster-store-that-will-be-used-to-store-our-training-data\" data-toc-modified-id=\"Specify-a-folder-name-in-raster-store-that-will-be-used-to-store-our-training-data-3.3\">Specify a folder name in raster store that will be used to store our training data</a></span></li><li><span><a href=\"#Export-training-data-using-arcgis.learn\" data-toc-modified-id=\"Export-training-data-using-arcgis.learn-3.4\">Export training data using <code>arcgis.learn</code></a></span></li></ul></li><li><span><a href=\"#Model-training\" data-toc-modified-id=\"Model-training-4\">Model training</a></span><ul class=\"toc-item\"><li><span><a href=\"#Visualize-training-data\" data-toc-modified-id=\"Visualize-training-data-4.1\">Visualize training data</a></span></li><li><span><a href=\"#Load-model-architecture\" data-toc-modified-id=\"Load-model-architecture-4.2\">Load model architecture</a></span></li><li><span><a href=\"#Train-a-model-through-learning-rate-tuning-and-transfer-learning\" data-toc-modified-id=\"Train-a-model-through-learning-rate-tuning-and-transfer-learning-4.3\">Train a model through learning rate tuning and transfer learning</a></span></li><li><span><a href=\"#Visualize-classification-results-in-validation-set\" data-toc-modified-id=\"Visualize-classification-results-in-validation-set-4.4\">Visualize classification results in validation set</a></span></li></ul></li><li><span><a href=\"#Deployment-and-inference\" data-toc-modified-id=\"Deployment-and-inference-5\">Deployment and inference</a></span><ul class=\"toc-item\"><li><span><a href=\"#Locate-model-package\" data-toc-modified-id=\"Locate-model-package-5.1\">Locate model package</a></span></li><li><span><a href=\"#Model-inference\" data-toc-modified-id=\"Model-inference-5.2\">Model inference</a></span></li></ul></li><li><span><a href=\"#Visualize-land-cover-classification-on-map\" data-toc-modified-id=\"Visualize-land-cover-classification-on-map-6\">Visualize land cover classification on map</a></span></li></ul></div>"
    ]
   },
   {