updated with all closed PRs for 1.8.4. milestong

Author: jyaistMap

guide/02-api-overview/release-notes.ipynb

@@ -7,18 +7,80 @@
     "# What's new in version 1.8.4"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## New"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### [`Guides`](https://developers.arcgis.com/python/guide/)\n",
+    "* [Managing ArcGIS Applications](https://developers.arcgis.com/python/guide/)\n",
+    "  * [Authoring ArcGIS Dashboards using [`arcgis.apps.dashboard`](https://developers.arcgis.com/python/api-reference/arcgis.apps.dashboard.html)](https://developers.arcgis.com/python/guide/authoring-arcgis-dashboards)\n",
+    "* [Deep Learning with ArcGIS](https://developers.arcgis.com/python/guide/)\n",
+    "  * [How ChangeDetection Works?](https://developers.arcgis.com/python/guide/how-change-detection-works)\n",
+    "  * [Inference only Text Models in [`arcgis.learn`](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html)](https://developers.arcgis.com/python/guide/inference-only-text-models-in-arcgis-learn)\n",
+    "  * [Retraining Windows and Doors Extraction model](https://developers.arcgis.com/python/guide/retraining-windows-doors-extraction-model)\n",
+    "  * [Unsupervised Machine learning using arcgis.learn guide](https://developers.arcgis.com/python/guide/unsupervised-ml-model-guide)\n",
+    "  * [YOLOv3 Object Detector](https://developers.arcgis.com/python/guide/yolov3-object-detector)\n",
+    "  * [Faster R-CNN Object Detector](https://developers.arcgis.com/python/guide/faster-rcnn-object-detector)\n",
+    "  * [Edge Detection with [`arcgis.learn`](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#)](https://developers.arcgis.com/python/guide/edge-detection-with-arcgis-learn)\n",
+    "  * [Image Captioning](https://developers.arcgis.com/python/guide/how-image-captioning-works)\n",
+    "  * [How SequenceToSequence Works](https://developers.arcgis.com/python/guide/how-sequencetosequence-works)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### [`Samples`](https://developers.arcgis.com/python/sample-notebooks/)\n",
+    "* GIS Analysts and Data Scientists\n",
+    "  * [Translating Story Map from one language to another using Deep Learning](https://developers.arcgis.com/sample-notebooks/translating-story-map-from-one-language-to-another)\n",
+    "  * [Generating rgb imagery from digital surface model using Pix2Pix](https://developers.arcgis.com/sample-notebooks/generating-rgb-imagery-from-digital-surface-model-using-pix2pix)\n",
+    "  * [Change Detection of Buildings from Satellite Imagery](https://developers.arcgis.com/sample-notebooks/change-detection-of-buildings-from-satellite-imagery)\n",
+    "  * [Land Parcel Extraction using Edge Detection model ](https://developers.arcgis.com/sample-notebooks/land-parcel-extraction-using-edge-detection-deep-learning-model)\n",
+    "  * [Address Correction and Standardization using SequenceToSequence model](https://developers.arcgis.com/sample-notebooks/address-standardization-and-correction-with-sequencetosequence)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## Fixes"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### [`Guides`](https://developers.arcgis.com/python/guide)\n",
+    "* [Deep Learning with ArcGIS](https://developers.arcgis.com/python/guide)\n",
+    "  * Updates guides with `PointRend` enhancement\n",
+    "    * [How PSPNet works?](https://developers.arcgis.com/python/guide/how-pspnet-works/)\n",
+    "    * [How MaskRCNN works?](https://developers.arcgis.com/python/guide/how-maskrcnn-works/)\n",
+    "    * [How DeepLabV3 Works](https://developers.arcgis.com/python/guide/how-deeplabv3-works/)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "### [`Samples`](https://developers.arcgis.com/python/sample-notebooks/)\n",
+    "* GIS Analysts and Data Scientists\n",
+    " * Updates `Try-It-Live` functionality\n",
+    "   * [Reconstructing 3D buildings from Aerial LiDAR with Deep Learning](https://developers.arcgis.com/python/sample-notebooks/building-reconstruction-using-mask-rcnn/)\n",
+    "   * [Land cover classfication using sparse training data](https://developers.arcgis.com/python/sample-notebooks/land-cover-classification-using-sparse-training-data/)\n",
+    "   * [Feature Categorization using Satellite Imagery and Deep Learning](https://developers.arcgis.com/python/sample-notebooks/feature-categorization-using-satellite-imagery-and-deep-learning/)\n",
+    "   * [Coastline extraction using Landsat-8 multispectral imagery and band ratio technique](https://developers.arcgis.com/python/sample-notebooks/coastline-extraction-usa-landsat8-multispectral-imagery/)\n",
+    " * Updates samples to correct data paths when `.` in paths\n",
+    "   * [Extracting Building Footprints From Drone Data\n",
+    "](https://developers.arcgis.com/python/sample-notebooks/extracting-building-footprints-from-drone-data/)\n",
+    "   * [Increase Image Resolution using [`SuperResolution`](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#superresolution)](https://developers.arcgis.com/python/sample-notebooks/increase-image-resolution-using-superresolution/)\n",
+    "   * [Shipwrecks detection using bathymetric data](https://developers.arcgis.com/python/sample-notebooks/shipwrecks-detection-using-bathymetric-data/)\n",
     "* Power Users/Developers\n",
     " * Updates samples that were missing maps in visualization sections\n",
     "   * [Building a change detection app using Jupyter Dashboard](https://developers.arcgis.com/python/sample-notebooks/building-a-change-detection-app-using-jupyter-dashboard/)\n",