Merge pull request #115133 from lobrien/DSVM-Esri-Fix

s/ESRI/Esri/

Author: ShannonLeavitt

articles/machine-learning/data-science-virtual-machine/geo-ai-dsvm-overview.md

@@ -15,9 +15,9 @@ ms.date: 03/05/2018
 
 # What is the Geo Artificial Intelligence Data Science Virtual Machine?
 
-The Geo Artificial Intelligence Data Science Virtual Machine (also known as Geo AI Data Science VM, or Geo-DSVM) delivers geospatial analytics capabilities from the Azure Data Science Virtual Machine (DSVM). Specifically, this VM extends the AI and data science toolkits in the [DSVM](overview.md) by adding the market-leading [ArcGIS Pro](https://www.esri.com/arcgis/products/arcgis-pro/overview) geographic information system from ESRI.
+The Geo Artificial Intelligence Data Science Virtual Machine (also known as Geo AI Data Science VM, or Geo-DSVM) delivers geospatial analytics capabilities from the Azure Data Science Virtual Machine (DSVM). Specifically, this VM extends the AI and data science toolkits in the [DSVM](overview.md) by adding the market-leading [ArcGIS Pro](https://www.esri.com/arcgis/products/arcgis-pro/overview) geographic information system from Esri.
 
- Geo AI Data Science VM is a product offering that arose out of the collaboration between ESRI and Microsoft. The result is a powerful environment that provides the ability to:
+ Geo AI Data Science VM is a product offering that arose out of the collaboration between Esri and Microsoft. The result is a powerful environment that provides the ability to:
 
 - Explore data with the most popular AI and data science tools
 - Apply statistical analysis to data with geographical or spatial aspects
@@ -33,7 +33,7 @@ Integrating geography and location information into your data brings a powerful
 
 The [Data Science Virtual Machine (DSVM)](overview.md) from Microsoft is a popular experimentation and modeling environment on Azure, which provides a host of AI, Machine Learning, and data science tools. These platforms and tools are all conveniently preconfigured to help you get productive immediately.
 
-Geo AI Data Science VM combines the predictive capabilities of the DSVM with the scalability of the Azure cloud and the geospatial analytics software from [ESRI](https://www.esri.com). This pioneering integration provides data scientists and geospatial analysts with a productive platform from which to obtain new intelligence from their data, and to identify new opportunities.
+Geo AI Data Science VM combines the predictive capabilities of the DSVM with the scalability of the Azure cloud and the geospatial analytics software from [Esri](https://www.esri.com). This pioneering integration provides data scientists and geospatial analysts with a productive platform from which to obtain new intelligence from their data, and to identify new opportunities.
 
 
 ## Next steps

articles/machine-learning/data-science-virtual-machine/provision-geo-ai-dsvm.md

@@ -22,7 +22,7 @@ The AI tools that are included in the Geo-DSVM include the following:
 - GPU editions of popular deep-learning frameworks like Microsoft Cognitive Toolkit, TensorFlow, Keras, Caffe2, and Chainer
 - Tools to acquire and preprocess image and textual data
 - Tools for development activities such as Microsoft Machine Learning Server Developer Edition, Anaconda Python, Jupyter notebooks for Python and R, IDEs for Python and R, and SQL databases
-- ArcGIS Pro desktop software from ESRI, along with Python and R interfaces that can work with the geospatial data from your AI applications
+- ArcGIS Pro desktop software from Esri, along with Python and R interfaces that can work with the geospatial data from your AI applications
 
 
 ## Create your Geo AI Data Science VM