Additional files

Author: mattmcinnes

articles/virtual-machines/sizes/gpu-accelerated/includes/nc-family-summary.md

@@ -0,0 +1,13 @@
+---
+title: NC family VM size series summary include
+description: Include file containing a summary of the 'NC' family.
+services: virtual-machines
+author: mattmcinnes
+ms.topic: include
+ms.service: virtual-machines
+ms.subservice: sizes
+ms.date: 04/19/2024
+ms.author: mattmcinnes
+ms.custom: include file
+---
+The 'NC' sub-family of VM size series are one of Azure's GPU-optimized VM instances. They're designed for compute-intensive workloads, such as AI and machine learning model training, high-performance computing (HPC), and graphics-intensive applications. Equipped with powerful NVIDIA GPUs, NC-series VMs offer substantial acceleration for processes that require heavy computational power, including deep learning, scientific simulations, and 3D rendering. This makes them particularly well-suited for industries such as technology research, entertainment, and engineering, where rendering and processing speed are critical to productivity and innovation.

articles/virtual-machines/sizes/gpu-accelerated/includes/nc-family-workloads.md

@@ -0,0 +1,21 @@
+---
+title: NC family VM size series workloads include
+description: Include file containing a summary of the 'NC' family's potential workloads.
+services: virtual-machines
+author: mattmcinnes
+ms.topic: include
+ms.service: virtual-machines
+ms.subservice: sizes
+ms.date: 04/19/2024
+ms.author: mattmcinnes
+ms.custom: include file
+---
+**AI and Machine Learning:** NC-series VMs are ideal for training complex machine learning models and running AI applications. The NVIDIA GPUs provide significant acceleration for computations typically involved in deep learning and other intensive training tasks.
+
+**High-Performance Computing (HPC):** These VMs are suitable for scientific simulations, rendering, and other HPC workloads that can be accelerated by GPUs. Fields like engineering, medical research, and financial modeling often use NC-series VMs to handle their computational needs efficiently.
+
+**Graphics Rendering:** NC-series VMs are also used for graphics-intensive applications, including video editing, 3D rendering, and real-time graphics processing. They are particularly useful in industries such as game development and movie production.
+
+**Remote Visualization:** For applications requiring high-end visualization capabilities, such as CAD and visual effects, NC-series VMs can provide the necessary GPU power remotely, allowing users to work on complex graphical tasks without needing powerful local hardware.
+
+**Simulation and Analysis:** These VMs are also suitable for detailed simulations and analyses in areas like automotive crash testing, computational fluid dynamics, and weather modeling, where GPU capabilities can significantly speed up processing times.

articles/virtual-machines/sizes/gpu-accelerated/includes/nd-family-summary.md

@@ -0,0 +1,13 @@
+---
+title: ND family VM size series summary include
+description: Include file containing a summary of the 'ND' family.
+services: virtual-machines
+author: mattmcinnes
+ms.topic: include
+ms.service: virtual-machines
+ms.subservice: sizes
+ms.date: 04/19/2024
+ms.author: mattmcinnes
+ms.custom: include file
+---
+The 'ND' family of VM size series are one of Azure's GPU-accelerated VM instances. They're designed for deep learning, AI research, and high-performance computing tasks that benefit from powerful GPU acceleration. Equipped with NVIDIA GPUs, ND-series VMs offer specialized capabilities for training and inference of complex machine learning models, facilitating faster computations and efficient handling of large datasets. This makes them particularly well-suited for academic and commercial applications in AI development and simulation, where cutting-edge GPU technology is crucial for achieving rapid and accurate results in neural network processing and other computationally intensive tasks.

articles/virtual-machines/sizes/gpu-accelerated/includes/nd-family-workloads.md

@@ -0,0 +1,19 @@
+---
+title: ND family VM size series workloads include
+description: Include file containing a summary of the 'ND' family's potential workloads.
+services: virtual-machines
+author: mattmcinnes
+ms.topic: include
+ms.service: virtual-machines
+ms.subservice: sizes
+ms.date: 04/19/2024
+ms.author: mattmcinnes
+ms.custom: include file
+---
+**AI and Deep Learning:** ND-family VMs are ideal for training and deploying complex deep learning models. Equipped with powerful NVIDIA GPUs, they provide the computational power necessary for handling extensive neural network training with large datasets, significantly reducing training times.
+
+**High-Performance Computing (HPC):** ND-family VMs are suitable for HPC applications that require GPU acceleration. Fields such as scientific research, engineering simulations (e.g., computational fluid dynamics), and genomic processing can benefit from the high-throughput computing capabilities of ND-series VMs.
+
+**Graphics Rendering:** ND-family's GPUs make them a great choice for graphics-intensive tasks, including real-time rendering for animation and video production, as well as high-fidelity simulations for virtual reality environments.
+
+**Remote Visualization:** ND-family VMs can be used for remote visualization of data-intensive tasks, where high-end GPU capabilities are necessary to process and render complex visualizations over the cloud, facilitating access from less powerful client machines.

articles/virtual-machines/sizes/gpu-accelerated/includes/nv-family-summary.md

@@ -0,0 +1,13 @@
+---
+title: NV family VM size series summary include
+description: Include file containing a summary of the 'NV' family.
+services: virtual-machines
+author: mattmcinnes
+ms.topic: include
+ms.service: virtual-machines
+ms.subservice: sizes
+ms.date: 04/19/2024
+ms.author: mattmcinnes
+ms.custom: include file
+---
+The 'NV' family of VM size series are one of Azure's GPU-accelerated VM instances, specifically designed for graphics-intensive applications such as graphics rendering, simulation, and virtual desktops. Equipped with NVIDIA GPUs, NV-series VMs provide a robust platform for rendering and processing graphics-heavy tasks, making them ideal for organizations that require virtual workstations with powerful graphical capabilities. These VMs support scenarios where remote visualization, real-time collaboration, and 3D visualization are necessary, allowing users to efficiently run graphic-intensive applications directly from Azure's cloud environment.

articles/virtual-machines/sizes/gpu-accelerated/includes/nv-family-workloads.md

@@ -0,0 +1,21 @@
+---
+title: NV family VM size series workloads include
+description: Include file containing a summary of the 'NV' family's potential workloads.
+services: virtual-machines
+author: mattmcinnes
+ms.topic: include
+ms.service: virtual-machines
+ms.subservice: sizes
+ms.date: 04/19/2024
+ms.author: mattmcinnes
+ms.custom: include file
+---
+**Virtual Desktop Infrastructure (VDI):** NV-family VMs are well-suited for virtual desktops that require GPU capabilities for tasks such as graphic design, video editing, and CAD applications. They provide the graphical performance necessary for smooth operation in remote desktop scenarios.
+
+**3D Visualization:** NV-family VMs are ideal for running 3D applications that demand high-performance rendering, such as architectural visualizations, medical imaging, and other professional-grade graphics tasks.
+
+**Remote Graphics Work:** NV-series VMs are beneficial for industries that rely on graphics-intensive software, allowing professionals to access and use applications like Adobe Photoshop, Autodesk AutoCAD, or Dassault SOLIDWORKS remotely with near-native performance.
+
+**High-Resolution Image Processing:** NV-series VMs are ideal for handling extremely large vRAM applications such as high-resolution image processing and analysis. This includes tasks in fields like geospatial analysis, satellite image processing, and professional photo editing, where handling massive image files and performing complex manipulations in real-time are crucial for productivity and performance.
+
+**Video Streaming:** NV-family VMs are suitable for streaming high-resolution video content, including training videos and virtual events, ensuring high-quality delivery without local hardware constraints.

articles/virtual-machines/sizes/gpu-accelerated/nc-family.md

@@ -13,19 +13,11 @@ ms.author: mattmcinnes
 
 **Applies to:** :heavy_check_mark: Linux VMs :heavy_check_mark: Windows VMs :heavy_check_mark: Flexible scale sets :heavy_check_mark: Uniform scale sets
 
-The 'NC' sub-family of VM size series are one of Azure's GPU-optimized VM instances. They're designed for compute-intensive workloads, such as AI and machine learning model training, high-performance computing (HPC), and graphics-intensive applications. Equipped with powerful NVIDIA GPUs, NC-series VMs offer substantial acceleration for processes that require heavy computational power, including deep learning, scientific simulations, and 3D rendering. This makes them particularly well-suited for industries such as technology research, entertainment, and engineering, where rendering and processing speed are critical to productivity and innovation.
+[!INCLUDE [nc-family-summary](./includes/nc-family-summary.md)]
 
 ## Workloads and use cases
 
-**AI and Machine Learning:** NC-series VMs are ideal for training complex machine learning models and running AI applications. The NVIDIA GPUs provide significant acceleration for computations typically involved in deep learning and other intensive training tasks.
-
-**High-Performance Computing (HPC):** These VMs are suitable for scientific simulations, rendering, and other HPC workloads that can be accelerated by GPUs. Fields like engineering, medical research, and financial modeling often use NC-series VMs to handle their computational needs efficiently.
-
-**Graphics Rendering:** NC-series VMs are also used for graphics-intensive applications, including video editing, 3D rendering, and real-time graphics processing. They are particularly useful in industries such as game development and movie production.
-
-**Remote Visualization:** For applications requiring high-end visualization capabilities, such as CAD and visual effects, NC-series VMs can provide the necessary GPU power remotely, allowing users to work on complex graphical tasks without needing powerful local hardware.
-
-**Simulation and Analysis:** These VMs are also suitable for detailed simulations and analyses in areas like automotive crash testing, computational fluid dynamics, and weather modeling, where GPU capabilities can significantly speed up processing times.
+[!INCLUDE [nc-family-workloads](./includes/nc-family-workloads.md)]
 
 ## Series in family
 

articles/virtual-machines/sizes/gpu-accelerated/nd-family.md

@@ -13,17 +13,11 @@ ms.author: mattmcinnes
 
 **Applies to:** :heavy_check_mark: Linux VMs :heavy_check_mark: Windows VMs :heavy_check_mark: Flexible scale sets :heavy_check_mark: Uniform scale sets
 
-The 'ND' family of VM size series are one of Azure's GPU-accelerated VM instances. They're designed for deep learning, AI research, and high-performance computing tasks that benefit from powerful GPU acceleration. Equipped with NVIDIA GPUs, ND-series VMs offer specialized capabilities for training and inference of complex machine learning models, facilitating faster computations and efficient handling of large datasets. This makes them particularly well-suited for academic and commercial applications in AI development and simulation, where cutting-edge GPU technology is crucial for achieving rapid and accurate results in neural network processing and other computationally intensive tasks.
+[!INCLUDE [nd-family-summary](./includes/nd-family-summary.md)]
 
 ## Workloads and use cases
 
-**AI and Deep Learning:** ND-family VMs are ideal for training and deploying complex deep learning models. Equipped with powerful NVIDIA GPUs, they provide the computational power necessary for handling extensive neural network training with large datasets, significantly reducing training times.
-
-**High-Performance Computing (HPC):** ND-family VMs are suitable for HPC applications that require GPU acceleration. Fields such as scientific research, engineering simulations (e.g., computational fluid dynamics), and genomic processing can benefit from the high-throughput computing capabilities of ND-series VMs.
-
-**Graphics Rendering:** ND-family's GPUs make them a great choice for graphics-intensive tasks, including real-time rendering for animation and video production, as well as high-fidelity simulations for virtual reality environments.
-
-**Remote Visualization:** ND-family VMs can be used for remote visualization of data-intensive tasks, where high-end GPU capabilities are necessary to process and render complex visualizations over the cloud, facilitating access from less powerful client machines.
+[!INCLUDE [nd-family-workloads](./includes/nd-family-workloads.md)]
 
 ## Series in family
 

articles/virtual-machines/sizes/gpu-accelerated/nv-family.md

@@ -13,19 +13,11 @@ ms.author: mattmcinnes
 
 **Applies to:** :heavy_check_mark: Linux VMs :heavy_check_mark: Windows VMs :heavy_check_mark: Flexible scale sets :heavy_check_mark: Uniform scale sets
 
-The 'NV' family of VM size series are one of Azure's GPU-accelerated VM instances, specifically designed for graphics-intensive applications such as graphics rendering, simulation, and virtual desktops. Equipped with NVIDIA GPUs, NV-series VMs provide a robust platform for rendering and processing graphics-heavy tasks, making them ideal for organizations that require virtual workstations with powerful graphical capabilities. These VMs support scenarios where remote visualization, real-time collaboration, and 3D visualization are necessary, allowing users to efficiently run graphic-intensive applications directly from Azure's cloud environment.
+[!INCLUDE [nv-family-summary](./includes/nv-family-summary.md)]
 
 ## Workloads and use cases
 
-**Virtual Desktop Infrastructure (VDI):** NV-family VMs are well-suited for virtual desktops that require GPU capabilities for tasks such as graphic design, video editing, and CAD applications. They provide the graphical performance necessary for smooth operation in remote desktop scenarios.
-
-**3D Visualization:** NV-family VMs are ideal for running 3D applications that demand high-performance rendering, such as architectural visualizations, medical imaging, and other professional-grade graphics tasks.
-
-**Remote Graphics Work:** NV-series VMs are beneficial for industries that rely on graphics-intensive software, allowing professionals to access and use applications like Adobe Photoshop, Autodesk AutoCAD, or Dassault SOLIDWORKS remotely with near-native performance.
-
-**High-Resolution Image Processing:** NV-series VMs are ideal for handling extremely large vRAM applications such as high-resolution image processing and analysis. This includes tasks in fields like geospatial analysis, satellite image processing, and professional photo editing, where handling massive image files and performing complex manipulations in real-time are crucial for productivity and performance.
-
-**Video Streaming:** NV-family VMs are suitable for streaming high-resolution video content, including training videos and virtual events, ensuring high-quality delivery without local hardware constraints.
+[!INCLUDE [nv-family-workloads](./includes/nv-family-workloads.md)]
 
 ## Series in family