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1 | 1 | {
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2 | 2 | "cells": [
|
| 3 | + { |
| 4 | + "cell_type": "markdown", |
| 5 | + "metadata": {}, |
| 6 | + "source": [ |
| 7 | + "# What's new in version 1.8.4" |
| 8 | + ] |
| 9 | + }, |
| 10 | + { |
| 11 | + "cell_type": "markdown", |
| 12 | + "metadata": {}, |
| 13 | + "source": [ |
| 14 | + "## New" |
| 15 | + ] |
| 16 | + }, |
| 17 | + { |
| 18 | + "cell_type": "markdown", |
| 19 | + "metadata": {}, |
| 20 | + "source": [ |
| 21 | + "### [`Guides`](https://developers.arcgis.com/python/guide/)\n", |
| 22 | + "* [Managing ArcGIS Applications](https://developers.arcgis.com/python/guide/)\n", |
| 23 | + " * [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", |
| 24 | + "* [Deep Learning with ArcGIS](https://developers.arcgis.com/python/guide/)\n", |
| 25 | + " * [How ChangeDetection Works?](https://developers.arcgis.com/python/guide/how-change-detection-works)\n", |
| 26 | + " * [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", |
| 27 | + " * [Retraining Windows and Doors Extraction model](https://developers.arcgis.com/python/guide/retraining-windows-doors-extraction-model)\n", |
| 28 | + " * [Unsupervised Machine learning using arcgis.learn guide](https://developers.arcgis.com/python/guide/unsupervised-ml-model-guide)\n", |
| 29 | + " * [YOLOv3 Object Detector](https://developers.arcgis.com/python/guide/yolov3-object-detector)\n", |
| 30 | + " * [Faster R-CNN Object Detector](https://developers.arcgis.com/python/guide/faster-rcnn-object-detector)\n", |
| 31 | + " * [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", |
| 32 | + " * [Image Captioning](https://developers.arcgis.com/python/guide/how-image-captioning-works)\n", |
| 33 | + " * [How SequenceToSequence Works](https://developers.arcgis.com/python/guide/how-sequencetosequence-works)" |
| 34 | + ] |
| 35 | + }, |
| 36 | + { |
| 37 | + "cell_type": "markdown", |
| 38 | + "metadata": {}, |
| 39 | + "source": [ |
| 40 | + "### [`Samples`](https://developers.arcgis.com/python/sample-notebooks/)\n", |
| 41 | + "* GIS Analysts and Data Scientists\n", |
| 42 | + " * [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", |
| 43 | + " * [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", |
| 44 | + " * [Change Detection of Buildings from Satellite Imagery](https://developers.arcgis.com/sample-notebooks/change-detection-of-buildings-from-satellite-imagery)\n", |
| 45 | + " * [Land Parcel Extraction using Edge Detection model ](https://developers.arcgis.com/sample-notebooks/land-parcel-extraction-using-edge-detection-deep-learning-model)\n", |
| 46 | + " * [Address Correction and Standardization using SequenceToSequence model](https://developers.arcgis.com/sample-notebooks/address-standardization-and-correction-with-sequencetosequence)" |
| 47 | + ] |
| 48 | + }, |
| 49 | + { |
| 50 | + "cell_type": "markdown", |
| 51 | + "metadata": {}, |
| 52 | + "source": [ |
| 53 | + "## Fixes" |
| 54 | + ] |
| 55 | + }, |
| 56 | + { |
| 57 | + "cell_type": "markdown", |
| 58 | + "metadata": {}, |
| 59 | + "source": [ |
| 60 | + "### [`Guides`](https://developers.arcgis.com/python/guide)\n", |
| 61 | + "* [Deep Learning with ArcGIS](https://developers.arcgis.com/python/guide)\n", |
| 62 | + " * Updates guides with `PointRend` enhancement\n", |
| 63 | + " * [How PSPNet works?](https://developers.arcgis.com/python/guide/how-pspnet-works/)\n", |
| 64 | + " * [How MaskRCNN works?](https://developers.arcgis.com/python/guide/how-maskrcnn-works/)\n", |
| 65 | + " * [How DeepLabV3 Works](https://developers.arcgis.com/python/guide/how-deeplabv3-works/)" |
| 66 | + ] |
| 67 | + }, |
| 68 | + { |
| 69 | + "cell_type": "markdown", |
| 70 | + "metadata": {}, |
| 71 | + "source": [ |
| 72 | + "### [`Samples`](https://developers.arcgis.com/python/sample-notebooks/)\n", |
| 73 | + "* GIS Analysts and Data Scientists\n", |
| 74 | + " * Updates `Try-It-Live` functionality\n", |
| 75 | + " * [Reconstructing 3D buildings from Aerial LiDAR with Deep Learning](https://developers.arcgis.com/python/sample-notebooks/building-reconstruction-using-mask-rcnn/)\n", |
| 76 | + " * [Land cover classfication using sparse training data](https://developers.arcgis.com/python/sample-notebooks/land-cover-classification-using-sparse-training-data/)\n", |
| 77 | + " * [Feature Categorization using Satellite Imagery and Deep Learning](https://developers.arcgis.com/python/sample-notebooks/feature-categorization-using-satellite-imagery-and-deep-learning/)\n", |
| 78 | + " * [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", |
| 79 | + " * Updates samples to correct data paths when `.` in paths\n", |
| 80 | + " * [Extracting Building Footprints From Drone Data\n", |
| 81 | + "](https://developers.arcgis.com/python/sample-notebooks/extracting-building-footprints-from-drone-data/)\n", |
| 82 | + " * [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", |
| 83 | + " * [Shipwrecks detection using bathymetric data](https://developers.arcgis.com/python/sample-notebooks/shipwrecks-detection-using-bathymetric-data/)\n", |
| 84 | + "* Power Users/Developers\n", |
| 85 | + " * Updates samples that were missing maps in visualization sections\n", |
| 86 | + " * [Building a change detection app using Jupyter Dashboard](https://developers.arcgis.com/python/sample-notebooks/building-a-change-detection-app-using-jupyter-dashboard/)\n", |
| 87 | + " * [\n", |
| 88 | + "Interactive raster analytics using Jupyter Dashboards](https://developers.arcgis.com/python/sample-notebooks/jupyter-dashboard-for-raster-analytics/)\n", |
| 89 | + " * [Integrating OpenStreetMap datasets with ArcGIS\n", |
| 90 | + "](https://developers.arcgis.com/python/sample-notebooks/osm-runner/)\n", |
| 91 | + " * [A dashboard to explore world population](https://developers.arcgis.com/python/sample-notebooks/population-exploration-dashboard/)\n", |
| 92 | + " * [Visualize monthly changes in Hirakund reservoir using video](https://developers.arcgis.com/python/sample-notebooks/visualize-monthly-changes-in-hirakund-reservoir-using-video/)\n", |
| 93 | + " * Fixes `OSERROR: cannot open resource` error when defining `create_movie()` function to visualize monthly changes " |
| 94 | + ] |
| 95 | + }, |
| 96 | + { |
| 97 | + "cell_type": "markdown", |
| 98 | + "metadata": {}, |
| 99 | + "source": [ |
| 100 | + "#### [`arcgis.features`](https://developers.arcgis.com/python/api-reference/arcgis.features.toc.html#)\n", |
| 101 | + " * [`FeatureLayer`](https://developers.arcgis.com/python/api-reference/arcgis.features.toc.html#featurelayer)\n", |
| 102 | + " * Fixes `Token Required` error on [`query()`](https://developers.arcgis.com/python/api-reference/arcgis.features.toc.html#arcgis.features.FeatureLayer.query) operations if using [OAuth Authentication](https://developers.arcgis.com/documentation/core-concepts/security-and-authentication/what-is-oauth-2/) to connect with [`GIS()`](https://developers.arcgis.com/python/api-reference/arcgis.gis.toc.html#gis)" |
| 103 | + ] |
| 104 | + }, |
| 105 | + { |
| 106 | + "cell_type": "markdown", |
| 107 | + "metadata": {}, |
| 108 | + "source": [ |
| 109 | + "#### [`arcgis.widgets`](https://developers.arcgis.com/python/api-reference/arcgis.widgets.html)\n", |
| 110 | + "* [`MapView`](https://developers.arcgis.com/python/api-reference/arcgis.widgets.html#mapview)\n", |
| 111 | + " * Fixes issue with map widget not drawing in ArcGIS Pro 2.7" |
| 112 | + ] |
| 113 | + }, |
| 114 | + { |
| 115 | + "cell_type": "markdown", |
| 116 | + "metadata": {}, |
| 117 | + "source": [ |
| 118 | + "#### [`arcgis.apps`](https://developers.arcgis.com/python/api-reference/arcgis.apps.html#)\n", |
| 119 | + "* [dashboard](https://developers.arcgis.com/python/api-reference/arcgis.apps.dashboard.html)\n", |
| 120 | + " * Fixes [`add_row()`](https://developers.arcgis.com/python/api-reference/arcgis.apps.dashboard.html#add-row) to properly read `height` argument\n", |
| 121 | + " * Fixes [`add_column()`](https://developers.arcgis.com/python/api-reference/arcgis.apps.dashboard.html#add-column) to properly read `width` argument\n", |
| 122 | + " * Fixes issue with failures to synchronize maps to widgets" |
| 123 | + ] |
| 124 | + }, |
| 125 | + { |
| 126 | + "cell_type": "markdown", |
| 127 | + "metadata": {}, |
| 128 | + "source": [ |
| 129 | + "#### [`arcgis.learn`](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html)\n", |
| 130 | + "* [Pixel Classification Models](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#pixel-classification-models)\n", |
| 131 | + " * [`MultiTaskRoadExtractor`](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#multitaskroadextractor)\n", |
| 132 | + " * Fixes issue where model would not run with ArcGIS Pro training tool\n", |
| 133 | + " * [`ChangeDetector`](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#changedetector)\n", |
| 134 | + " * Fixes issue using multispectral data where tool does not give any results when inferenced in ArcGIS Pro using [Classify Pixels](https://pro.arcgis.com/en/pro-app/latest/tool-reference/raster-analysis/classify-pixels-using-deep-learning.htm) tool\n", |
| 135 | + " * Fixes failures of [`predict(visualize=True)`](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#arcgis.learn.ChangeDetector.predict) using multispectral data\n", |
| 136 | + " * Fixes multispectral model training failures at different chip_sizes\n", |
| 137 | + " * Fixes variations in visualization when using [`show_results()`](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#arcgis.learn.ChangeDetector.show_results) and [`show_batch()`](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#arcgis.learn.ChangeDetector.show_batch) with multispectral data\n", |
| 138 | + "* [Object Classfication Models](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#object-classification-models)\n", |
| 139 | + " * [`FeatureClassifier`](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#featureclassifier)\n", |
| 140 | + " * Fixes issue where you cannot create object from an ImageNet type dataset\n", |
| 141 | + "* [Tabular and Feature Data Models](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#tabular-and-feature-data-models)\n", |
| 142 | + " * [`TimeSeriesModel`](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#timeseriesmodel)\n", |
| 143 | + " * Fixes failures on model initialization\n", |
| 144 | + " * [`MLModel`](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#mlmodel)\n", |
| 145 | + " * Fixes issue where overwrites of the original data frame and respective column names occur during data preparation and with [`predict()`](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#arcgis.learn.MLModel.predict)\n", |
| 146 | + "* [Image Translation Models](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#image-translation-models)\n", |
| 147 | + " * [`CycleGAN`](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#cyclegan)\n", |
| 148 | + " * Fixes issue with [`prepare_data()`](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#prepare-data) where `imagery_type` parameter was not treated as optional\n", |
| 149 | + " * [`Pix2Pix`](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#pix2pix)\n", |
| 150 | + " * Fixes issue with [`prepare_data()`](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#prepare-data) where `imagery_type` parameter was not treated as optional\n", |
| 151 | + " * Adds missing `accuracy` and `show_progress` parameters to [`compute_metrics()`](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#arcgis.learn.Pix2Pix.compute_metrics)" |
| 152 | + ] |
| 153 | + }, |
3 | 154 | {
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4 | 155 | "cell_type": "markdown",
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5 | 156 | "metadata": {},
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