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Merge pull request #902 from jyaistMap/jy-release-notes-184
Initial release notes for 1.8.4
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guide/02-api-overview/release-notes.ipynb

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{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# What's new in version 1.8.4"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## New"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### [`Guides`](https://developers.arcgis.com/python/guide/)\n",
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"* [Managing ArcGIS Applications](https://developers.arcgis.com/python/guide/)\n",
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" * [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",
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"* [Deep Learning with ArcGIS](https://developers.arcgis.com/python/guide/)\n",
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" * [How ChangeDetection Works?](https://developers.arcgis.com/python/guide/how-change-detection-works)\n",
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" * [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",
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" * [Retraining Windows and Doors Extraction model](https://developers.arcgis.com/python/guide/retraining-windows-doors-extraction-model)\n",
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" * [Unsupervised Machine learning using arcgis.learn guide](https://developers.arcgis.com/python/guide/unsupervised-ml-model-guide)\n",
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" * [YOLOv3 Object Detector](https://developers.arcgis.com/python/guide/yolov3-object-detector)\n",
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" * [Faster R-CNN Object Detector](https://developers.arcgis.com/python/guide/faster-rcnn-object-detector)\n",
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" * [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",
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" * [Image Captioning](https://developers.arcgis.com/python/guide/how-image-captioning-works)\n",
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" * [How SequenceToSequence Works](https://developers.arcgis.com/python/guide/how-sequencetosequence-works)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### [`Samples`](https://developers.arcgis.com/python/sample-notebooks/)\n",
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"* GIS Analysts and Data Scientists\n",
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" * [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",
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" * [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",
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" * [Change Detection of Buildings from Satellite Imagery](https://developers.arcgis.com/sample-notebooks/change-detection-of-buildings-from-satellite-imagery)\n",
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" * [Land Parcel Extraction using Edge Detection model ](https://developers.arcgis.com/sample-notebooks/land-parcel-extraction-using-edge-detection-deep-learning-model)\n",
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" * [Address Correction and Standardization using SequenceToSequence model](https://developers.arcgis.com/sample-notebooks/address-standardization-and-correction-with-sequencetosequence)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Fixes"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### [`Guides`](https://developers.arcgis.com/python/guide)\n",
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"* [Deep Learning with ArcGIS](https://developers.arcgis.com/python/guide)\n",
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" * Updates guides with `PointRend` enhancement\n",
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" * [How PSPNet works?](https://developers.arcgis.com/python/guide/how-pspnet-works/)\n",
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" * [How MaskRCNN works?](https://developers.arcgis.com/python/guide/how-maskrcnn-works/)\n",
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" * [How DeepLabV3 Works](https://developers.arcgis.com/python/guide/how-deeplabv3-works/)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### [`Samples`](https://developers.arcgis.com/python/sample-notebooks/)\n",
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"* GIS Analysts and Data Scientists\n",
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" * Updates `Try-It-Live` functionality\n",
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" * [Reconstructing 3D buildings from Aerial LiDAR with Deep Learning](https://developers.arcgis.com/python/sample-notebooks/building-reconstruction-using-mask-rcnn/)\n",
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" * [Land cover classfication using sparse training data](https://developers.arcgis.com/python/sample-notebooks/land-cover-classification-using-sparse-training-data/)\n",
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" * [Feature Categorization using Satellite Imagery and Deep Learning](https://developers.arcgis.com/python/sample-notebooks/feature-categorization-using-satellite-imagery-and-deep-learning/)\n",
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" * [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",
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" * Updates samples to correct data paths when `.` in paths\n",
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" * [Extracting Building Footprints From Drone Data\n",
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"](https://developers.arcgis.com/python/sample-notebooks/extracting-building-footprints-from-drone-data/)\n",
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" * [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",
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" * [Shipwrecks detection using bathymetric data](https://developers.arcgis.com/python/sample-notebooks/shipwrecks-detection-using-bathymetric-data/)\n",
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"* Power Users/Developers\n",
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" * Updates samples that were missing maps in visualization sections\n",
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" * [Building a change detection app using Jupyter Dashboard](https://developers.arcgis.com/python/sample-notebooks/building-a-change-detection-app-using-jupyter-dashboard/)\n",
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" * [\n",
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"Interactive raster analytics using Jupyter Dashboards](https://developers.arcgis.com/python/sample-notebooks/jupyter-dashboard-for-raster-analytics/)\n",
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" * [Integrating OpenStreetMap datasets with ArcGIS\n",
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"](https://developers.arcgis.com/python/sample-notebooks/osm-runner/)\n",
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" * [A dashboard to explore world population](https://developers.arcgis.com/python/sample-notebooks/population-exploration-dashboard/)\n",
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" * [Visualize monthly changes in Hirakund reservoir using video](https://developers.arcgis.com/python/sample-notebooks/visualize-monthly-changes-in-hirakund-reservoir-using-video/)\n",
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" * Fixes `OSERROR: cannot open resource` error when defining `create_movie()` function to visualize monthly changes "
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"#### [`arcgis.features`](https://developers.arcgis.com/python/api-reference/arcgis.features.toc.html#)\n",
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" * [`FeatureLayer`](https://developers.arcgis.com/python/api-reference/arcgis.features.toc.html#featurelayer)\n",
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" * 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)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"#### [`arcgis.widgets`](https://developers.arcgis.com/python/api-reference/arcgis.widgets.html)\n",
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"* [`MapView`](https://developers.arcgis.com/python/api-reference/arcgis.widgets.html#mapview)\n",
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" * Fixes issue with map widget not drawing in ArcGIS Pro 2.7"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"#### [`arcgis.apps`](https://developers.arcgis.com/python/api-reference/arcgis.apps.html#)\n",
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"* [dashboard](https://developers.arcgis.com/python/api-reference/arcgis.apps.dashboard.html)\n",
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" * Fixes [`add_row()`](https://developers.arcgis.com/python/api-reference/arcgis.apps.dashboard.html#add-row) to properly read `height` argument\n",
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" * Fixes [`add_column()`](https://developers.arcgis.com/python/api-reference/arcgis.apps.dashboard.html#add-column) to properly read `width` argument\n",
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" * Fixes issue with failures to synchronize maps to widgets"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"#### [`arcgis.learn`](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html)\n",
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"* [Pixel Classification Models](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#pixel-classification-models)\n",
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" * [`MultiTaskRoadExtractor`](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#multitaskroadextractor)\n",
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" * Fixes issue where model would not run with ArcGIS Pro training tool\n",
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" * [`ChangeDetector`](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#changedetector)\n",
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" * 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",
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" * 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",
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" * Fixes multispectral model training failures at different chip_sizes\n",
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" * 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",
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"* [Object Classfication Models](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#object-classification-models)\n",
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" * [`FeatureClassifier`](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#featureclassifier)\n",
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" * Fixes issue where you cannot create object from an ImageNet type dataset\n",
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"* [Tabular and Feature Data Models](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#tabular-and-feature-data-models)\n",
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" * [`TimeSeriesModel`](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#timeseriesmodel)\n",
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" * Fixes failures on model initialization\n",
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" * [`MLModel`](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#mlmodel)\n",
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" * 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",
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"* [Image Translation Models](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#image-translation-models)\n",
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" * [`CycleGAN`](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#cyclegan)\n",
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" * 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",
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" * [`Pix2Pix`](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html#pix2pix)\n",
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" * 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",
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" * 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)"
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]
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},
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"cell_type": "markdown",
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