Windows AI Platform

DirectML Plugin for TensorFlow 2 is here

June 22, 2022 Jun 22, 2022 06/22/22

Jonah Dykhuizen

Last October we announced our generally consumable DirectML backend for TensorFlow 1.15. Since then, our team worked to bring machine learning training acceleration to TensorFlow 2. Today, we are happy to announce the release of our DirectML PluggableDevice preview package for TensorFlow on PyPI. Alongside our release, we are excited to ...

PyTorch-DirectML: Preview Release 3

May 25, 2022 May 25, 2022 05/25/22

Adele Parsons

The Windows AI Platform is excited to announce the Third Preview release of PyTorch-DirectML; a hardware accelerated backend for training PyTorch models on any DirectX12 GPU on Windows and the Windows Subsystem for Linux (WSL). This preview release includes expanded support for computer vision models from the Torchvision library. On the ...

PyTorch-DirectML: Preview Release 2

February 25, 2022 Feb 25, 2022 02/25/22

Adele Parsons

A few months ago, we released the first preview of PyTorch-DirectML: a hardware accelerated backend for training PyTorch models on any DirectX12 GPU on Windows and the Windows Subsystem for Linux (WSL). Today, we are releasing the Second Preview with significant performance improvements and greater coverage for computer vision models. ...

Introducing the Windows ML Samples Gallery

November 29, 2021 Nov 29, 2021 11/29/21

Numfor Mbiziwo-Tiapo

Learn how the Windows ML API can be used to create powerful ML experiences on Windows through the Windows ML Samples Gallery.

Introducing PyTorch-DirectML: Train your machine learning models on any GPU

October 21, 2021 Oct 21, 2021 10/21/21

Adele Parsons

The Windows AI team is excited to announce the first preview of DirectML as a backend to PyTorch for training ML models! This release is our first step towards unlocking accelerated machine learning training for PyTorch on any DirectX12 GPU on Windows and the Windows Subsystem for Linux (WSL). In order for you to take advantage of DirectML ...

GPU accelerated ML workflows broadly available in the Windows Subsystem for Linux

October 5, 2021 Oct 5, 2021 10/5/21

Clarke Rahrig

Support for GPU accelerated machine learning (ML) training within the Windows Subsystem for Linux (WSL) is now broadly available with the release of Windows 11. Read on for more details about using WSL with your existing ML workflows.

Train your machine learning models on any GPU with TensorFlow-DirectML

September 9, 2021 Sep 9, 2021 09/9/21

Clarke Rahrig

Learn about the first generally consumable package of TensorFlow-DirectML. TensorFlow-DirectML improves the experience and performance of model training through GPU acceleration on the breadth of Windows devices by working across different hardware vendors and supporting the needs of students’ and professionals’ workflows.

Build a Machine Learning Data Analysis Application

August 18, 2021 Aug 18, 2021 08/18/21

Alex Zakhvatov

Learn how to create a Window Machine Learning application that uses a neural network to analyze tabular data and run predictions.

Windows ML NuGet Package 1.8.0 official release

June 4, 2021 Jun 4, 2021 06/4/21

Alex Zakhvatov

Windows ML NuGet package 1.8.0 is now available! Take a look to review our new features and optimization work for Windows ML APIs and DirectML EP.

Build your own machine learning model and integrate it with Windows ML application!

May 27, 2021 May 27, 2021 05/27/21

Alex Zakhvatov

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.