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Author: ttorble

articles/lab-services/class-type-rstudio-windows.md

@@ -19,7 +19,7 @@ This article shows you how to set up a class in Azure Lab Services for teaching
 [R](https://www.r-project.org/about.html) is an open-source language used for statistical computing and graphics.  The R language is used in the statistical analysis of genetics to natural language processing to analyzing financial data.  R provides an [interactive command line](https://cran.r-project.org/doc/manuals/r-release/R-intro.html#Invoking-R-from-the-command-line) experience.  [RStudio](https://www.rstudio.com/products/rstudio/) is an interactive development environment (IDE) available for the R language.  The free version provides code-editing tools, an integrated debugging experience, and package development tools.
 
 This article focuses on using R and RStudio for statistical computing. The [deep learning] (class-type-deep-learning-natural-language-processing.md) and [Python and Jupyter Notebooks](class-type-jupyter-notebook.md)
-class types set up RStudio differently.  Each article describes how to use the [Data Science Virtual Machine for Linux (Ubuntu)](https://azuremarketplace.microsoft.com/en-us/marketplace/apps?search=Data%20science%20Virtual%20machine&page=1&filters=microsoft%3Blinux) marketplace image, which has many [data science related tools](../machine-learning/data-science-virtual-machine/tools-included.md), including RStudio, pre-installed.
+class types set up RStudio differently.  Each article describes how to use the [Data Science Virtual Machine for Linux (Ubuntu)](https://azuremarketplace.microsoft.com/marketplace/apps?search=Data%20science%20Virtual%20machine&page=1&filters=microsoft%3Blinux) marketplace image, which has many [data science related tools](../machine-learning/data-science-virtual-machine/tools-included.md), including RStudio, pre-installed.
 
 
 ## Prerequisites

articles/lab-services/how-to-setup-lab-gpu.md

@@ -76,7 +76,7 @@ To manually install drivers for the Small GPU *(Compute)* size, follow these ste
 
     - Follow the detailed installation steps in [NVIDIA Tesla (CUDA) drivers](../virtual-machines/windows/n-series-driver-setup.md#nvidia-tesla-cuda-drivers) for more information about specific driver versions that are recommended depending on the Windows OS version being used.
 
-       :::image type="content" source="./media/how-to-setup-gpu/nvidia-driver-download.png" alt-text="Screenshot of the NVIDIA Driver Downloads page":::
+       :::image type="content" source="./media/how-to-setup-gpu/nvidia-driver-download.png" alt-text="Screenshot of the NVIDIA Driver Downloads page.":::
 
     - Alternately, follow these steps to install the latest NVIDIA drivers:
         1. Go to the [NVIDIA Driver Downloads page](https://www.nvidia.com/Download/index.aspx).