update samples and guides section

Author: jyaistMap

guide/02-api-overview/release_notes_242.ipynb

@@ -10,64 +10,31 @@
     "## New\n",
     "\n",
     "### [Guides](../)\n",
-    "* [Install and set up](../)\n",
-    "* [Tutorials](../)\n",
-    "* [Authentication](../)\n",
-    "* [Maps](../)\n",
-    "* [Layers](../)\n",
+    "* Numerous updates to use *Folder.add()* for adding items and updating *map* methods\n",
     "* [Editing](../)\n",
-    "* [Visualization](../)\n",
-    "* [Geocoding](../)\n",
-    "* [Routing](../)\n",
-    "* [Spatial Analysis](../)\n",
-    "  * [Feature Analysis](../)\n",
-    "  * [Raster Analysis](../)\n",
-    "    * [Introduction](../guide/using-raster-analysis)\n",
-    "    * [Advanced raster concepts](../guide/raster-analysis-advanced-concepts/)\n",
-    "    * [Orthomapping](../)\n",
-    "      * [Guide to Orthomapping Part 1](../guide/orthomapping-part-1/)\n",
-    "      * [Guide to Orthomapping Part 2](../guide/orthomapping-guide-2/)\n",
-    "* [Data Enrichment](../)\n",
+    "  * [Branch Versioning](../)\n",
+    "    * [Working with Branch Versioning](../guide/working-with-branch-versioning/)  \n",
     "* [Deep Learning](../)\n",
-    "  * [Machine Learning Basics](../)\n",
-    "  * [2D Computer Vision](../)\n",
     "  * [3D Computer Vision](../)\n",
-    "  * [NLP](../)\n",
-    "  * [Tabular Data Forecasting](../)\n",
-    "  * [Time Series Forecasting](../)\n",
-    "* [Geoprocessing Tools](../)\n",
-    "* [Data engineering](../)\n",
-    "* [Spatially enabled dataframe](../)\n",
-    "* [Offline](../)\n",
-    "* [Administration](../)\n",
-    "  * [Managing ArcGIS Applications](../)\n",
-    "    * [Working with ArcGIS Hub]()\n",
-    "    * [Working with Knowledge Graphs]()\n",
+    "    * [Point cloud object detection using SECOND\"](../guide/point-cloud-classification-using-second)\n",
+    "    * [Point cloud classification using Point Transformer](../guide/point-cloud-classification-using-point-transformer/)\n",
     "* [Content Management](../)\n",
-    "* [System requirements](../)\n",
-    "* [Python environments](../)\n",
+    "  * **Note:** Available since July '25\n",
+    "    * [Cloning via Offline Backups](../guide/offline-cloning-backups/)\n",
+    "    * [Working with Item Dependencies and Data Sources](../guide/itemgraph-and-remap-data/)\n",
     "\n",
     "  \n",
     "### [Samples](/python/samples/)\n",
-    "* [Power users / Developers](/python/samples)\n",
+    "* Numerous updates to use *Folder.add()* for adding items and updating *map* methods\n",
     "* [Org Administrators](/python/samples)\n",
-    "* [GIS analysts and data scientists](/python/samples)\n",
+    "  *  **Note:** Available since July '25\n",
+    "    * [Working with an Organization-Wide Dependency Graph](/python/latest/samples/org-wide-dependency-graph/)\n",
     "* [Deep Learning](/python/samples)\n",
     "  * [2D Computer Vision](/python/samples)\n",
     "    * [Object Detection](/python/samples)\n",
-    "    * [Pixel Classification](/python/samples)\n",
-    "    * [Feature Extraction](/python/samples)\n",
-    "    * [Object Classification](/python/samples)\n",
-    "    * [Using Pre-trained Models](/python/samples)\n",
-    "    * [Generative Models](/python/samples)\n",
-    "    * [Video Tracking](/python/samples)\n",
-    "    * [Other Imagery Use Cases](/python/samples)\n",
-    "  * [3D Computer Vision](/python/samples)\n",
-    "  * [NLP](/python/samples)\n",
+    "      * [Detecting airplanes in satellite imagery using deep learning](/python/latest/samples/detecting-airplanes-on-satellite-imagery-using-deep-learning/\") \n",
     "  * [Tabular Data Forecasting](/python/samples)\n",
-    "  * [Time Series Forecasting](/python/samples)\n",
-    "* [Content Publishers](/python/samples)\n",
-    "\n",
+    "    * [Leveraging TabPFN for Human Activity Recognition Using Mobile Dataset](/python/latest/samples/classifying-human-activity-using-tabPFN-classifier) \n",
     "\n",
     "### Module Changes\n",
     "\n",
@@ -356,62 +323,25 @@
     "## Fixes\n",
     "\n",
     "### [Guides](../)\n",
-    "* [Install and set up](../)\n",
-    "* [Tutorials](../)\n",
-    "* [Authentication](../)\n",
-    "* [Maps](../)\n",
-    "* [Layers](../)\n",
-    "* [Editing](../)\n",
-    "* [Visualization](../)\n",
-    "* [Geocoding](../)\n",
-    "* [Routing](../)\n",
-    "* [Spatial Analysis](../)\n",
-    "  * [Feature Analysis](../)\n",
-    "  * [Raster Analysis](../)\n",
-    "    * [Introduction](../guide/using-raster-analysis)\n",
-    "    * [Advanced raster concepts](../guide/raster-analysis-advanced-concepts/)\n",
-    "    * [Orthomapping](../)\n",
-    "      * [Guide to Orthomapping Part 1](../guide/orthomapping-part-1/)\n",
-    "      * [Guide to Orthomapping Part 2](../guide/orthomapping-guide-2/)\n",
-    "* [Data Enrichment](../)\n",
     "* [Deep Learning](../)\n",
-    "  * [Machine Learning Basics](../)\n",
     "  * [2D Computer Vision](../)\n",
-    "  * [3D Computer Vision](../)\n",
-    "  * [NLP](../)\n",
-    "  * [Tabular Data Forecasting](../)\n",
-    "  * [Time Series Forecasting](../)\n",
-    "* [Geoprocessing Tools](../)\n",
-    "* [Data engineering](../)\n",
+    "    * [Other Imagery Topics](../)\n",
+    "      * [How Image Captioning Works](../guide/how-image-captioning-works/) - removes trained embeddings from  \n",
     "* [Spatially enabled dataframe](../)\n",
-    "* [Offline](../)\n",
-    "* [Administration](../)\n",
-    "  * [Managing ArcGIS Applications](../)\n",
-    "    * [Working with ArcGIS Hub]()\n",
-    "    * [Working with Knowledge Graphs]()\n",
-    "* [Content Management](../)\n",
-    "* [System requirements](../)\n",
-    "* [Python environments](../)\n",
+    "  * [Visualizing](../guide/visualizing-data-with-the-spatially-enabled-dataframe/) - updates to *popup* rendering and initialization step\n",
     "  \n",
     "### [Samples](/python/samples/)\n",
-    "* [Power users / Developers](/python/samples)\n",
     "* [Org Administrators](/python/samples)\n",
-    "* [GIS analysts and data scientists](/python/samples)\n",
+    "  * [Clone a group](/python/latest/samples/clone-a-group/) - Updates to how item is added \n",
     "* [Deep Learning](/python/samples)\n",
     "  * [2D Computer Vision](/python/samples)\n",
-    "    * [Object Detection](/python/samples)\n",
-    "    * [Pixel Classification](/python/samples)\n",
-    "    * [Feature Extraction](/python/samples)\n",
-    "    * [Object Classification](/python/samples)\n",
     "    * [Using Pre-trained Models](/python/samples)\n",
-    "    * [Generative Models](/python/samples)\n",
-    "    * [Video Tracking](/python/samples)\n",
-    "    * [Other Imagery Use Cases](/python/samples)\n",
+    "      * [Count Cars in Aerial Imagery Using Deep Learning](/python/latest/samples/count-cars-in-aerial-imagery-using-deep-learning/) - narrative updates, additional batch images, and display of time and chart for \n",
     "  * [3D Computer Vision](/python/samples)\n",
-    "  * [NLP](/python/samples)\n",
-    "  * [Tabular Data Forecasting](/python/samples)\n",
-    "  * [Time Series Forecasting](/python/samples)\n",
-    "* [Content Publishers](/python/samples)\n",
+    "    *  Remove *Setting up the environment sections*:\n",
+    "      * [Point cloud classification using PointCNN](/python/latest/guide/point-cloud-segmentation-using-pointcnn/) \n",
+    "      * [Point cloud classification using RandLA-Net])python/latest/guide/point-cloud-classification-using-randlanet/)\n",
+    "      * [Point cloud classification using SQN])python/latest/guide/point-cloud-classification-using-sqn/)\n",
     "\n",
     "### Module Changes\n",
     "\n",