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index.yml
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### YamlMime:Hub
title: Windows AI
summary: A new era of AI has arrived at Microsoft and Windows operating system is at the forefront of supporting AI developers.
brand: windows
metadata:
title: Windows AI Developer Documentation
description: Explore the resources available on Windows supporting AI developers.
ms.service: windows
ms.topic: hub-page
author: mattwojo
ms.author: mattwoj
ms.date: 02/27/2024
conceptualContent:
# itemType for icons: architecture | concept | deploy | download | get-started | how-to-guide | training | overview | quickstart | reference | sample | tutorial | video | whats-new
# Supports up to 3 sections
sections:
- title: Enhance your Windows apps with AI through local APIs and Machine Learning models
summary: Find guidance on how to responsibly integrate AI into your Windows apps using APIs and ML models.
items:
# Card multi-link
- title: Get started using AI in Windows
summary: Learn more about what you can do with AI on Windows.
links:
- url: ./overview.md
itemType: overview
text: Overview of Windows Copilot Runtime
- url: ./rai.md
itemType: concept
text: Responsible Generative AI Development on Windows
- url: ./npu-devices/index.md
itemType: get-started
text: Copilot+ PCs Developer Guide
- url: ./faq.yml
itemType: reference
text: FAQs about using AI on Windows
- url: ./samples/index.md
itemType: sample
text: AI on Windows Sample Gallery
# Card multi-link
- title: Use AI-backed APIs
summary: Add AI features to your Windows app using APIs
links:
- url: ./apis/index.md
itemType: get-started
text: Get started using AI-backed APIs locally or in the cloud
- url: ./apis/phi-silica.md
itemType: quickstart
text: Phi Silica API - Small Language Model with reasoning and language understanding
- url: ./apis/text-recognition.md
itemType: quickstart
text: Text Recognition API (Optical Character Recognition / OCR)
- url: ./apis/recall.md
itemType: quickstart
text: Recall API - Retrieval of past activities for user to continue where they left off
- url: ./studio-effects/index.md
itemType: quickstart
text: Studio Effects - NPU-accelerated camera and microphone AI effects
# Card multi-link
- title: Use Machine Learning models
summary: Find guidance on how to find, optimize, fine-tune, and run ML models locally for use in your Windows app.
links:
- url: ./models.md
itemType: get-started
text: Get started using ML models in your app
- url: ./models.md
itemType: get-started
text: Find pre-built ML models
- url: ./toolkit/index.md
itemType: get-started
text: AI Toolkit for Visual Studio Code overview
additionalContent:
sections:
- title: DirectML for hardware-accelerated Machine Learning
summary: Integrate Machine Learning (ML) inferencing workloads into your game, engine, middleware, backend, or other applications. DirectML is a low-level API supported by all DirectX 12-compatible hardware.
# Supports up to 4 subsection items
items:
# Card 1
- title: Overview
summary: Guidance to help you discern whether DirectML is appropriate for your project, the workflow, and how to get started.
links:
- text: DirectML Overview
url: ./directml/dml.md
- text: Get started with DirectML
url: ./directml/dml-get-started.md
- text: DirectML Version History
url: ./directml/dml-version-history.md
- text: DirectML developer tools
url: ./directml/dml-tools.md
- text: Sample applications
url: ./directml/dml-min-app.md
# Card 2
- title: DirectML Programming Guide
summary: DirectML executes layers of your inference model as operators. Learn more about programming DirectML.
links:
- text: Binding in DirectML
url: ./directml/dml-binding.md
- text: UAV barriers and resource state barriers
url: ./directml/dml-barriers.md
- text: Resource lifetime and synchronization
url: ./directml/dml-resource-lifetime.md
- text: Using strides to express padding, memory layout
url: ./directml/dml-strides.md
- text: Using fused operators to improve performance
url: ./directml/dml-fused-activations.md
- text: Troubleshooting - using the debug layer
url: ./directml/dml-debug-layer.md
- text: Troubleshooting - Handling errors and device removal
url: ./directml/dml-errors.md
# Card 3
- title: DirectML support for PyTorch or WebNN
summary: Guidance on how to use DirectML with PyTorch or WebNN.
links:
- text: Enable PyTorch with DirectML on Windows
url: ./directml/pytorch-windows.md
- text: Enable PyTorch with DirectML on WSL 2
url: ./directml/pytorch-wsl.md
- text: Web Neural Network API (WebNN) Overview
url: ./directml/webnn-overview.md
- text: Get started with WebNN with Windows
url: ./directml/webnn-tutorial.md
# Card 4
- title: API Reference
summary: API Reference for DirectML.
links:
- text: DirectML interfaces
url: ./directml/directml-interfaces.md
- text: DirectML functions
url: ./directml/directml-functions.md
- text: DirectML structures
url: ./directml/directml-structures.md
- text: DirectML enumerations
url: ./directml/directml-enumerations.md
- text: DirectML constants
url: ./directml/directml-constants.md
# highlightedContent section (max 8 items)
# itemType: architecture | concept | deploy | download |
# get-started | how-to-guide | learn | overview |
# quickstart | reference | tutorial | video |
# whats-new
highlightedContent:
items:
# Card
- title: "Microsoft AI learning hub"
itemType: overview
url: /ai/
# Card
- title: "Microsoft Copilot learning hub"
itemType: whats-new
url: /copilot/
# Card
- title: "Microsoft Responsible AI"
itemType: concept
url: https://www.microsoft.com/ai/responsible-ai
# Card
- title: "Microsoft AI Show Live"
itemType: video
url: /shows/ai-show/