Windows ml. Sep 28, 2025 · Microsoft has made Windows ML generally available, delivering a built-in, on-device AI inference runtime for Windows 11 that aims to let developers run ONNX models across CPUs, GPUs and NPUs without requiring cloud trips for every inference. zip. Pelajari bagaimana Windows Machine Learning (ML) membantu aplikasi Windows Anda menjalankan model AI secara lokal. Mar 19, 2018 · This, combined with the convenience of using an ML-ready engine, will make getting started with Machine Learning in gaming easier than ever before. Windows ML is included in the Windows App SDK (starting with version 1. This update will power applications like Adobe Premiere May 27, 2021 · Windows AI platform team has recently added new tutorials to the Windows ML documentation providing a great introductory experience to machine learning, showing you how to create machine learning models from scratch and integrate them with applications running on Windows devices. The following video walks through the sample that this tutorial is based on. Ready to Get Started? If you’re looking to take advantage of on these trends and future-proof your career, registering in a machine learning course is your next best step. 0 aims to be the DirectX of AI development, allowing models to run seamlessly across any Windows PC hardware without developers needing to worry about compatibility issues. NET5 WinML is a high-performance, reliable API for deploying hardware-accelerated ML (Machine Learning) inferences on Windows devices. WinML Dashboard is a tool for viewing, editing, converting, and validating machine learning models for Windows ML inference engine. DirectML acceleration can be enabled in Windows ML using the LearningModelDevice with any one of the DirectX DeviceKinds. 1) and supports all devices running Windows 11 24H2 or newer. Jan 28, 2021 · Model Inference on the Edge with Windows ML Machine learning is helping people work more efficiently and DirectML provides the performance, conformance, and low-level control developers need to enable these experiences. Windows ML automatically binds app to the best available silicon on client devices. Sep 18, 2025 · The model will be trained with TensorFlow locally on your machine through the DirectML APIs, which provides GPU accelerated training across all Windows devices. May 31, 2025 · Microsoft's Windows ML 2. Mar 13, 2026 · Microsoft has announced two new updates at GDC 2026: ML-Powered DirectX & Advanced Shader Delivery for the next chapter in gaming. 4 days ago · An outline of the process of running the ResNet-50 model using Windows ML, detailing model acquisition and preprocessing steps. The technology provides a runtime with built-in 4 days ago · Learn how to use Windows ML to download and register AI execution providers for hardware-optimized inference. Sep 24, 2025 · Windows ML now GA! Unlock blazing-fast, private, local AI on Windows 11 PCs with seamless ONNX support, cross-silicon optimization, and dev tools. 4K subscribers Subscribe Subscribed Sep 24, 2025 · The announcement frames Windows ML as the hardware-abstraction layer for on-device AI in Windows — one that leans on ONNX Runtime, dynamic execution providers (EPs) from silicon partners, and deeper OS-level integration to reduce app size, lower latency, and keep sensitive data local. NET is a machine learning framework for . It can be run online in the free hosting provider OnWorks for workstations. See how leading developers like Adobe, BUFFERZONE, Dot Inc. Since the initial release, Windows ML has powered numerous Machine Learning (ML) experiences on Windows. We'll use it in this tutorial to handle many of those functions for us. Results Join us and learn to use the newly available Windows ML redistributable package, leverage DirectML in your ONNX Runtime usage on Windows, and get the info you need to set up the preview enabling May 19, 2025 · With Windows ML, Microsoft has set its sights squarely on making on-device AI both accessible and powerful. Every device capable of running a Windows application can become part of the Intelligent Edge ecosystem. Aug 18, 2021 · Windows AI platform team has recently added new tutorials to the Windows ML documentation providing a great introductory experience to machine learning, showing you how to create machine learning models from scratch and integrate them with applications running on Windows devices. The era of intelligent, AI-enhanced Windows apps is here – and it’s available to every developer. Jul 30, 2025 · Windows ML handles the hardware abstraction, allowing developers to target a broad range of silicon—including CPUs, GPUs, and, in the future, AI accelerators. Nov 20, 2018 · The Windows ML inference engine evaluates trained models locally on Windows devices, removing concerns of connectivity, bandwidth, and data privacy. Dec 30, 2021 · This tutorial shows how to build a simple Windows ML application for desktop. Nov 29, 2021 · Windows ML NuGet package 1. Dec 30, 2021 · In this tutorial, we'll build a simple Universal Windows Platform application that uses a trained machine learning model to recognize a numeric digit drawn by the user. Jul 25, 2025 · Links to the different sets of the Windows ML (WinML) APIs. Oct 8, 2025 · Find out about Windows AI Foundry, Windows ML, AI APIs, Model Context Protocol (MCP), improvements to Windows Developer tools, security, and more. Delivering reliable, high-performance results across the breadth of Windows hardware, Windows ML is designed to make ML deployment easier, allowing developers to focus on creating innovative applications. Windows ML ROS Node The AI platform in Windows 10 enables developers to use pre-trained machine learning models in their Apps on Windows devices. We understand the complexities developers face in building applications that offer a great customer experience, while also reaching their wide customer base. The API has a familiar (native C++, nano-COM) programming interface and workflow in the style of DirectX 12. Watch this one-minute video teaser! Additional resources for AI development in Windows Copilot+ PCs developer guide (11 mins): This updated guidance for developers now includes Windows ML!. Support for CPU and GPU (via DirectML) is available on all supported Windows versions. Discover how the OpenVINO Execution Provider for Windows ML accelerates AI app deployment across Intel CPUs, GPUs, and NPUs. Dec 30, 2021 · Windows Machine Learning can be used in a variety of customizeable app solutions. And if you're looking for Windows ML is built into the latest versions of Windows 11, Windows 10, Windows Server 2022 Windows Server 2019, and is also available as a NuGet package for down-level reach to Windows 8. Sep 23, 2025 · Windows ML, developed by Microsoft, allows developers to run AI models locally on PCs using various hardware such as CPU, NPU, and GPUs, with NVIDIA RTX GPUs utilizing NVIDIA TensorRT for RTX Execution Provider (EP) for optimal performance. Nov 18, 2025 · Windows Machine Learning (ML) enables C#, C++, and Python developers to run ONNX AI models locally on Windows PCs via the ONNX Runtime, with automatic execution provider management for different hardware (CPUs, GPUs, NPUs). MCP on Windows App Actions on Windows Other resources Samples A collection of samples that demonstrate a variety of ways to enhance your Windows apps using local APIs and Machine Learning (ML) models. This tutorial primarily focuses on how to load and use Windows ML in your UWP application. This video series will help you understand how you can get started with Windows ML and explore the new APIs through the lens of Rufus the robot. This offers developers a number of benefits: Low latency, real-time results. We encourage you to try it out and give feedback by reporting issues or requesting new samples on the issues page. Refer to What is Windows ML for more details. This allows you to easily load, bind, and evaluate a model in your project. NET supports sentiment analysis, price prediction, fraud detection, and more using custom models. It supports diverse hardware, including CPUs, GPUs and NPUs, and integrates with existing models and workflows. Sep 25, 2025 · After its original introduction at Build 2025, Microsoft has now made Windows ML generally available to all developers targeting Windows 11 24H2. Dec 14, 2023 · DirectML integrates with popular ML and tooling frameworks, such as the cross-platform inference engine, the ONNX Runtime and Olive, the Windows optimization tooling framework for ML models, thus simplifying the development and deployment of AI experiences across the Windows ecosystem. However, industry AI tools, models, frameworks, and libraries are predominantly available on Linux OS. This repo shows you how to use Windows ML in C#, C++ and Python. You can use models from PyTorch, Tensorflow/Keras, TFLite, scikit-learn, and other frameworks with ONNX Runtime. Sep 24, 2025 · Microsoft makes Windows ML generally available, letting developers run AI models locally on CPUs, GPUs, and NPUs. Windows AI Foundry includes several capabilities: Windows ML is the foundation of our AI platform and the built-in AI inferencing Feb 13, 2026 · Learn how to use Windows Machine Learning (ML) to run local AI ONNX models in your Windows apps. The NVIDIA TensorRT for RTX EP provides several benefits, including low-latency inference, 50% faster throughput compared to prior DirectML implementations May 19, 2025 · Combining the ease of development and deployment of Windows* ML with the performance and efficiency of OpenVINO™, we will enable developers to rapidly create, deploy and maintain AI applications across the large Windows* and Intel install base. 了解 Windows 机器学习（ML）如何帮助 Windows 应用在本地运行 AI 模型。 Dec 1, 2021 · Microsoft has created a Windows ML Samples Gallery of interactive projects to showcase Windows machine learning functionality in both managed and native scenarios. , McAfee, Reincubate, Topaz Labs, and Wondershare are Mar 18, 2020 · With Windows ML and DirectML, we build around this runtime to offer a rich set of features and hardware scaling, designed for Windows and the diverse hardware ecosystem. We at Microsoft are excited to see what new experiences you will create using Windows ML across Windows 11 PCs. Feb 14, 2026 · In short, Windows ML provides a shared Windows-wide copy of the ONNX Runtime, plus the ability to dynamically download execution providers (EPs). The Windows ML API is a Windows Runtime Component and is suitable for high-performance, low-latency applications such as frameworks, games, and other real-time applications as well as applications built with high-level languages. These samples demonstrate key concepts including: Execution Provider Selection - Automatic discovery and acquisition of execution providers for hardware-accelerated inference Model Compilation - Optimize models for specific hardware during first run Windows App SDK Deployment Types - Use Jun 30, 2022 · Samples and Tools for Windows ML. May 19, 2025 · Announced at Microsoft Build, Windows ML is a unified and high-performing local inference framework powered by ONNX Runtime Engine (ORT) with to-the-metal optimizations covering the breadth of IHV ecosystem. CUDA on Windows Subsystem for Linux (WSL) Microsoft Windows is a ubiquitous platform for enterprise, business, and personal computing systems. Sep 23, 2025 · Windows ML lets both new and experienced developers build AI-powered apps easily, focusing on innovation and reducing app size. You can integrate machine learning inferencing workloads into your game, engine, middleware, backend, or other Sep 24, 2025 · Microsoft has announced the general availability of Windows ML, a framework first previewed at Build 2025, to simplify the development of on-device AI applications. Oct 29, 2025 · This tutorial will show you how to create a bootable USB flash drive that can be used to install Windows 10 with UEFI or Legacy BIOS. Jan 27, 2021 · WinML+. Sep 23, 2022 · Learn the prerequisites for creating your own WinML model with ML. For additional information on Windows ML, including step-by-step tutorials and how-to guides, please visit the Windows ML documentation. ” – Logan Iyer, Distinguished Engineer, Windows* Platform + Developer, Microsoft Sep 24, 2025 · Microsoft said Tuesday that Windows ML is now generally available, offering the ability to route local AI tasks to the NPU, GPU, or CPU best suited for the job. Dec 18, 2023 · To deploy AI models on Windows devices, Microsoft Windows ML is a good choice when it comes to running cross-platform AI models. Windows ML 处理包管理和硬件选择的复杂性，自动下载与设备硬件兼容的最新执行提供程序。 如果不熟悉 ONNX 运行时，建议阅读 ONNX 运行时文档。 简言之，Windows ML 提供了 ONNX 运行时的共享 Windows 范围副本，以及动态下载执行提供程序（EP）的功能。 Mar 7, 2018 · Microsoft announced Windows ML, an API that third-party Windows app developers will be able to use to make their own Windows apps smarter and increase the overall intelligence of Windows. Windows ML is built upon ONNX Runtime to provide a simple, model-based, WinRT Sep 26, 2025 · Microsoft has officially made Windows ML available for all app developers on Windows 11 version 24H2 and later. Sep 26, 2025 · After being revealed earlier this year, Windows ML is here to help developers get AI features into their apps and running smoothly on Copilot+ PCs. Learn how to share a printer between a primary Windows device and secondary Windows devices on a network. Getting Started with Windows Machine Learning Game developers can start testing out WinML and DirectML with their models today. Saiba como o Windows Machine Learning (ML) ajuda seus aplicativos do Windows a executar modelos de IA localmente. Windows ML empowers you to bring your own model, or pick from our growing Foundry catalog, and helps you optimize your AI workload across CPU/GPU/NPU, all while streamlining model & runtime dependency management. Here, we provide several full tutorials covering how to create a Machine Learning model from a variety of potential non-code or programmatic services, and integrate them into a basic Windows ML app. Sep 24, 2025 · Microsoft positions Windows ML as the bridge that lets developers ship a single app and let the OS and its runtime pick the best hardware (CPU, GPU, NPU) at runtime or via device policies. In this repo, you will find sample apps that demonstrate how to use Windows ML to build machine learning applications, and tools that help verify models and troubleshoot issues during development on Windows 10. 4 days ago · Learn how to use Windows ML to download and register AI execution providers for hardware-optimized inference. May 19, 2025 · Windows ML is a new framework that optimizes on-device model inference and simplifies deployment for AI developers. Sep 23, 2025 · Microsoft today announced the first stable release of Windows ML, its AI inferencing runtime for Windows 11. May 21, 2025 · 2025年5月19日（現地時間）- Microsoftは Windows 上での機械学習開発を革新する新しいランタイム「Windows ML」のパブリックプレビューを発表しました。Windows ML とは？機械学習は技術革新の最前線にあり May 27, 2025 · With authoritative ML infrastructure now baked into Windows, and learning platforms more accessible than ever, 2025 is the perfect year to level up your skills. ML. Oct 20, 2021 · This article introduces Windows Machine Learning, an API for machine learning model inference on Windows, and then talks about a new initiative called Intelligent APIs that aims to make it easier to integrate ML workloads into modern day applications. NET, and how to use that model in a WinML Application How to use Windows ML in your app Windows Developer 49. Provides troubleshooting options for problems that affect the search results for the Windows Search feature in Windows 11 and Windows 10. Contribute to microsoft/Windows-Machine-Learning development by creating an account on GitHub. This breakthrough enables developers to run AI models directly on Windows PCs utilizing the ONNX Runtime. Microsoft Store is familiar on any device—you can search for free and paid apps like Adobe Reader, view their popularity and ratings, and download them to your device. Windows can perform AI evaluation tasks using the local processing capabilities of the PC, enabling real-time analysis of large local data such as images and video. By leveraging hardware like CPUs, GPUs, and NPUs, apps can offer AI-powered features locally, avoiding cloud processing. Sep 26, 2025 · Learn about the APIs behind Windows Machine Learning (ML) which help your Windows apps run AI models locally. Background: why this release matters Windows ML Jan 28, 2021 · Model Inference on the Edge with Windows ML Machine learning is helping people work more efficiently and DirectML provides the performance, conformance, and low-level control developers need to enable these experiences. By reducing the complexity of targeting disparate silicon, delivering real cross-vendor optimization, and providing a developer-first workflow, the company is betting big on the next era of smart, efficient, and ubiquitous Windows The AI platform in Windows 10 enables developers to use pre-trained machine learning models in their Apps on Windows devices. Nov 12, 2025 · Learn how to use Windows ML Model Catalog APIs to download and share AI models across all apps on a Windows PC. NET. The trained model will then be integrated into a UWP app which uses your webcam to detect objects in the frame in real-time, locally using Windows ML APIs. Feb 10, 2025 · See What is Windows ML to learn more. Discover how Windows ML is powering the next wave of AI apps on Windows 11. 0 is now available! Take a look to review our new features and optimization work for Windows ML APIs and DirectML EP. Since its introduction, many developers started using this technology to develop UWP applications that leverage artificial intelligence. The WinML APIs are divided into core APIs, custom operators, and native APIs. Sep 23, 2025 · Windows ML enables high-performance, reliable inferencing of machine learning models on Windows devices. Jan 15, 2019 · WinML is a new platform created exactly to fulfill this scenario in order to bring offline machine learning capabilities directly to Windows applications. 1 PC to a new Windows device, you'll find that the best way to get apps and games is through Microsoft Store. Feb 14, 2026 · Learn how Windows Machine Learning (ML) helps your Windows apps run AI models locally. Results can be delivered ML. Sep 23, 2025 · With Windows ML now generally available, Windows 11 provides a local AI inference framework that’s ready for production apps. The Windows-Machine-Learning repository on GitHub contains sample applications that demonstrate how to use Windows Machine Learning, as well as tools that help verify models and troubleshoot issues during development. This is the Windows app named ML Visuals whose latest release can be downloaded as ml-visualssourcecode. So what is Window ML? About Windows ML, the below two bullet points Jan 24, 2026 · The Windows AI APIs support a variety of AI-powered features through machine learning (ML) models that run locally on Copilot+ PCs. 8. 1. In addition, we cover several advanced methods to tweak the functionality of your app. Sep 23, 2025 · By aligning Windows ML with the AMD hardware roadmap, we help ensure that every AI-enabled Windows device can deliver consistent, excellent performance, both today and in the future. Direct Machine Learning (DirectML) is a low-level API for machine learning (ML). The engine is built into Windows 10 and evaluates trained models locally on Windows devices using hardware optimizations for CPU and GPU to enable high performance inferences. DirectML provides the GPU backend for Windows ML. Stay tuned to the Windows AI Blog for more updates and news! Coming Soon Real-time video inferencing samples and much more! Sep 25, 2025 · Microsoft’s Windows ML platform is now generally available for production use, making it easier for developers to add AI to their Windows apps. If you're moving from a Windows 7 or Windows 8. Samples and Tools for Windows ML. Windows ML on DirectML Windows ML (WinML) is a high-performance, reliable API for deploying hardware-accelerated ML inferences on Windows devices. Dec 30, 2021 · Windows Machine Learning's code generator mlgen creates an interface (for C#, C++/WinRT, and C++/CX) with wrapper classes that call the Windows ML API for you. The Windows ML Samples Gallery can be downloaded from the Microsoft Store or from GitHub. May 19, 2025 · What’s new for Windows at Build: Windows AI Foundry, an evolution of Windows Copilot Runtime, offers a unified and reliable platform supporting the AI developer lifecycle from model selection, optimization, fine-tuning and deployment across client and cloud. May 19, 2025 · The automatic installation of Windows ML runtime and EPs through the Microsoft Store on Windows ensures that app developers and end users always have access to the latest, high-quality code components in the Windows ML stack, eliminating the need to include them directly in their apps. lvsw didckfl tvdn ryifbmn qzggw ubhbi idjzz uhdvuph cee gwuje