Windows AI Platform

DirectML at Build 2023

May 25, 2023 May 25, 2023 05/25/23

Adele Parsons

DirectML shared some exciting announcements at Build this year! We demonstrated a few awesome demos and highlighted new capabilities during the Windows AI Breakout session, Deliver AI-powered experiences across cloud and edge, with Windows. We are also excited to announce the launch of our new product landing page! This new product page ...

Adobe Premiere Pro leverages DirectML on new AI Silicon

May 24, 2023 May 24, 2023 05/24/23

Jonah Dykhuizen

DirectML is ushering in a new wave of machine learning integration capabilities on emerging AI silicon. At the Windows AI Breakout BUILD session, we showcased how ONNX Runtime, powered by DirectML, enables Adobe’s Premiere Pro to leverage Intel’s next generation platform, Meteor Lake with integrated VPU.    Adobe Premiere Pro ...

Optimize DirectML performance with Olive

May 23, 2023 May 23, 2023 05/23/23

Adele Parsons

Are you ready to revolutionize the way you optimize your AI models? Say hello to Olive (ONNX Live), the advanced model optimization tool that integrates seamlessly with DirectML for hardware acceleration across the breadth of the Windows ecosystem.  With Olive, you can easily incorporate cutting-edge techniques like model compression, ...

DirectML ❤ Stable Diffusion

May 23, 2023 May 23, 2023 05/23/23

Jacques van Rhyn

Text-to-image models are amazing tools that can transform natural language into stunning images. Stable Diffusion is particularly interesting. The base model can create images from text and since it’s open-source developers can customize it for their own needs and preferences. With some extra training, developers can fine-tune their model to...

Transformer support for PyTorch with DirectML is here!

December 6, 2022 Dec 6, 2022 12/6/22

Adele Parsons

The latest release of PyTorch with DirectML is available today! This release brings support for training popular Transformer Models like GPT2, BERT, and Detection Transformers. To get started with training Transformer Models using PyTorch with DirectML, you can find a new sample on the DirectML GitHub. The sample covers training a PyTorch ...

Real-Time Image Blurring & DirectX Resource Binding in the Windows ML Samples Gallery

September 29, 2022 Sep 29, 2022 09/29/22

Linnea May, Numfor Mbiziwo-Tiapo

Last November, we announced the release of the Windows ML Samples Gallery. The newest release of the gallery adds 4 new samples, 2 of which are discussed in detail below.    Real-Time Background Image Blurring  Linnea May   Real-time machine learning inference is a hot topic in ML, with applications such as real-time object ...

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.