Key Points
- The AI Toolkit for Visual Studio Code (VS Code) is an extension that simplifies generative AI app development by integrating AI development tools and models from Azure AI Foundry and other catalogs.
- The toolkit allows users to download and run AI models locally on various platforms, including Windows 11 with DirectML acceleration, and fine-tune models to create new skills and improve responses.
- The AI Toolkit also enables users to deploy AI features to the cloud or on-device applications, and provides a playground for testing models with a REST API.
Microsoft has introduced the AI Toolkit for Visual Studio Code, a VS Code extension designed to streamline generative AI app development. This toolkit brings together cutting-edge AI development tools and models from the Azure AI Foundry catalog and other catalogs like Hugging Face. By providing access to highly optimized models, developers can download and run AI models locally on various platforms, including Windows 11 with DirectML acceleration, Windows 11 running directly on the CPU, and Linux with NVIDIA acceleration.
The AI Toolkit offers a range of features that simplify the development process. For example, it includes a playground where developers can test models in an intuitive environment or integrate them into their application using a REST API. Additionally, the toolkit allows developers to fine-tune their AI models locally or in the cloud to create new skills, improve the reliability of responses, and set the tone and format of the response. A guided walkthrough is provided to fine-tune popular small-language models, such as Phi-3 and Mistral.
Furthermore, the AI Toolkit enables developers to deploy their AI features either to the cloud or with an application that runs on a device. This flexibility allows for a wide range of use cases, from cloud-based services to on-device applications. The toolkit also supports batch running prompts for selected AI models in the playground, making it easier to test and refine AI models.
For those interested in learning more about the AI Toolkit, a video from Microsoft Build 2024 featuring Dona Sarkar and John Lam provides an overview of the toolkit’s capabilities. The latest documentation and download information for the AI Toolkit can be found in the VS Code documentation. As the use of generative AI continues to grow, the AI Toolkit for VS Code is poised to play a significant role in simplifying the development process and enabling developers to create more sophisticated AI-powered applications. The implications of this toolkit are far-reaching, with potential applications in a wide range of industries, from healthcare and finance to education and entertainment. As developers begin to explore the possibilities of the AI Toolkit, it will be exciting to see the innovative solutions they create.
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