Visual Studio Tools for AI is an extension to build, test, and deploy Deep Learning / AI solutions. It seamlessly integrates with Azure Machine Learning for robust experimentation capabilities, including but not limited to submitting data preparation and model training jobs transparently to different compute targets. Additionally, it provides support for custom metrics and run history tracking, enabling data science reproducibility and auditing. Enterprise ready collaboration, allow to securely work on project with other people.
Get started with deep learning using Microsoft Cognitive Toolkit (CNTK), Google TensorFlow, or other deep-learning frameworks today.
Getting Started
Quickstarts
- Tensorflow + Python
- Create AI project from samples gallery
- Create AI project from existing code
- Create AI project from template
- Create AI project from samples repository
- Train MNIST using TensorFlow in Azure Batch AI
Tutorials
- Monitor & Visualize with TensorBoard
- Monitor Job History
- Manage Storage
- Monitor GPU Utilization
- TensorFlow + Azure Deep Learning VM
Currently this extension supports 64-bit Windows operating systems. Windows 10 is recommended for the best compatibility.
Note
32-bit Windows are not supported.
Visual Studio Tools for AI works with both Visual Studio 2017 and 2015 on Windows. Community, Professional and Enterprise editions are supported.
This extension is hosted on Visual Studio MarketPlace in two VS 2017, and VS 2015 packages. When downloading, the package file name may incorrectly end with ".zip". Please save it as ".vsix" and then install locally.
For the Visual Studio Code version please see Visual Studio Code Tools for AI
Use the productivity features of Visual Studio to accelerate AI innovation today. Use built-in code editor features like syntax highlighting, IntelliSense and text auto formatting. You can interactively test your deep learning application in your local environment using step-through debugging on local variables and models.
Learn more about creating deep learning projects in Visual Studio
Visual Studio Tools for AI is integrated with Azure Machine Learning to make it easy to browse through a gallery of sample experiments using CNTK, TensorFlow, MMLSpark and more.
Learn more about creating projects from the sample gallery
This extension makes it easy to train models on your local computer or you can submit jobs to the cloud by using our integration with Azure Machine Learning. You can submit jobs to different compute targets like Spark clusters, Azure GPU virtual machines and more
Learn more about training models in the cloud
Support for this extension is provided on our GitHub Issue Tracker. You can submit a bug report, a feature suggestion or participate in discussions.
This project has adopted the Microsoft Open Source Code of Conduct. For more information see the Code of Conduct FAQ or contact [email protected] with any additional questions or comments.
The Microsoft Enterprise and Developer Privacy Statement describes the privacy statement of this software.
This extension is licensed under the MIT License and subject to the terms of the End User License Agreement