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關於 windows directml ，我們在網路上蒐集到這些相關的討論、資訊與評價

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在windows directml這個產品中，有3篇Facebook貼文，粉絲數超過20萬的網紅T客邦的臉書基地，也在其Facebook貼文中提到， 透過半虛擬化的技術，運作於Windows的Linux子系統將也能直接存取顯示卡的資源，並且能支援DirectML與NVIDIA CUDA等API，將能大幅提升AI運算效能。 ...

windows directml 在 T客邦的臉書基地 Facebook 的最佳貼文

T客邦的臉書基地 By T客邦的臉書基地

2020-05-25 10:27:55 有 60 人按讚
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透過半虛擬化的技術，運作於Windows的Linux子系統將也能直接存取顯示卡的資源，並且能支援DirectML與NVIDIA CUDA等API，將能大幅提升AI運算效能。

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T客邦的臉書基地

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《T客邦》是一群愛玩 3C 產品的專業阿宅編輯，每天在網站上分享自己爆肝研究的測試心得、科技新聞！www.techbang.com
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windows directml 在 時尚科技客 Facebook 的最讚貼文

時尚科技客 By 時尚科技客

2020-05-25 09:49:27 有 3 人按讚
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Microsoft在Build 2020開發者大會發表了支援Windows Subsystem for Linux 2的繪圖處理器加速功能，透過半虛擬化的技術，讓運作於Windows的Linux子系統也能直接存取顯示卡的資源，並且能支援DirectML與NVIDIA CUDA等API，將能大幅提升AI運算效能。

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品味、追逐、溝通、趣味。
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windows directml 在 手機GoGo Facebook 的精選貼文

手機GoGo By 手機GoGo

2020-05-25 09:23:11 有 1 人按讚
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Microsoft在Build 2020開發者大會發表了支援Windows Subsystem for Linux 2的繪圖處理器加速功能，透過半虛擬化的技術，讓運作於Windows的Linux子系統也能直接存取顯示卡的資源，並且能支援DirectML與NVIDIA CUDA等API，將能大幅提升AI運算效能。

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丟辣！這裡是手機GoGo粉絲團！ 《手機GOGO NO.106 跨年新機特報》 搶先看 >> http://gophone.pixnet.net/blog/post/188889555
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社群媒體上有些相關的討論：

windows directml 在 microsoft/DirectML - GitHub 的推薦與評價

DirectML is a high-performance, hardware-accelerated DirectX 12 library for machine learning. DirectML provides GPU acceleration for common machine learning ... ... <看更多>

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Windows DirectML
pytorch-directml
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搜尋相關連結

#1. Introduction to DirectML | Microsoft Docs

DirectML is a component under the Windows Machine Learning umbrella. The higher-level WinML API is primarily model-focused, ...

#2. microsoft/DirectML - GitHub

DirectML is a high-performance, hardware-accelerated DirectX 12 library for machine learning. DirectML provides GPU acceleration for common machine learning ...

#3. 支援DirectX 12的GPU現也可用來加速TensorFlow運算 - iThome

TensorFlow擴充套件TensorFlow-DirectML，可在使用DirectX 12 GPU的Windows或是WSL環境，加速TensorFlow工作負載運算.

#4. Bring Your AI to Any GPU with DirectML - Windows Blog

Machine learning is helping people work more efficiently and DirectML provides the performance, conformance, and low-level control developers ...

#5. Windows AI team debuts 'PyTorch-DirectML' for training ...

A framework that doesn't require you to have an Nvidia GPU. Microsoft's Windows AI team has announced the first preview of 'PyTorch-DirectML ...

#6. DirectML is a high-performance, hardware-accelerated ...

microsoft /DirectML, DirectML is a high-performance, hardware-accelerated DirectX 12 library for machine learning. DirectML provides GPU acceleration for ...

#7. TensorFlow-DirectML - Gitee

TensorFlow-DirectML 是Tensorflow 的一个分支，利用DirectML 在Windows 10 和WSL 上提供跨供应商的硬件加速.

#8. Microsoft宣布DirectML作為獨立API公開發布 - WebSetNet

DirectML 在十億分之一中可用Windows 10 在全球範圍內的各種設備中，已經有一百多個應用程序已經利用DirectML了，每天有超過兩億個GPU硬件加速推理Windows.

#9. Microsoft AI Open-Sources 'PyTorch-DirectML': A Package To ...

In this new device named “DML,” Direct ML APIs and Tensor primitives are called through by introducing minimal overhead when calling into ...

#10. AMD & Microsoft Collaborate To Bring TensorFlow-DirectML ...

TensorFlow-DirectML, one of the accessible machine learning (ML) tools that are designed to work across a broad spectrum of hardware, ...

#11. 這就是AMD的DLSS？DirectML了解一下 - 每日頭條

比如說DLSS技術，AMD表示他們正準備適配微軟的DirectML技術，這是一套微軟的 ... 年春季即將更新的新版本Windows 10 就會包含DirectML的部分功能。

#12. 微軟推出TensorFlow擴展套件DirectML 支持DirectX 12

近期，微軟發布了一款名爲TensorFlow-DirectML的TensorFlow擴展套件，幫助開發者能夠在Windows平台上通過支持DirectX 12的GPU來加速TensorFlow模型運算，並同樣 ...

#13. Edit media and Use DirectML Media Filters | AMD

This feature is currently supported on systems running Windows 10 64-bit (V1903 and newer) using Radeon™ RX Vega Series and newer. DirectML Media Filter ...

#14. Microsoft AI 开源“PyTorch-DirectML”：在GPU 上训练机器学习 ...

微软Windows团队的AI已经公布了˚F IRST DirectML的预览作为后端PyTorch训练ML车型。此版本允许在任何DirectX12 GPU 和WSL 上加速PyTorch 的机器学习 ...

#15. Microsoft.AI.DirectML 1.8.0 - NuGet

Microsoft.AI.DirectML 1.8.0 Prefix Reserved. Package Manager .NET CLI; PackageReference; Paket CLI; Script & Interactive; Cake. Install-Package Microsoft.

#16. TensorFlow-DirectML開放提供：在Windows 10/WSL上訓練ML ...

TensorFlow-DirectML開放提供：在Windows 10/WSL上訓練ML模型 ... 1 年多以前，微軟宣布和多家硬件廠商合作，在Windows Subsystem for Linux（WSL）上對GPU ...

#17. DIRECTML

Hardware-accelerated compute platform for deep learning on Windows. • Best of breed performance on modern hardware. • Full coverage of DirectX12 compute ...

#18. TensorFlow-DirectML开放提供：在Windows 10 ... - cnBeta.COM

TensorFlow-DirectML开放提供：在Windows 10/WSL上训练ML模型 ... 1 年多以前，微软宣布和多家硬件厂商合作，在Windows Subsystem for Linux（WSL）上对GPU ...

#19. how to use amd gpu on tensorflow in wsl windows 10 - Stack ...

... my amd gpu on ubuntu wsl as when i follow this tutorial: https://docs.microsoft.com/en-us/windows/ai/directml/gpu-tensorflow-wsl and do

#20. Radeon™ ML - GPUOpen

Microsoft ® DirectML; AMD MIOpen; Apple® MPS. The choice of the backend depends on your operating system: ...

#21. tensorflow-directml - PyPI

tensorflow-directml 1.15.5. pip install tensorflow-directml ... This version of TensorFlow leverages DirectML for hardware acceleration on Windows 10 and ...

#22. 微軟深度學習框架TensorFlow-DirectML 獲AMD 全力支持- 資訊咖

好在隨着Windows 這邊在深度學習計算加速方面日漸成熟，終於拿出了名為DirectML 或者說WinML 的加速標準後，Windows 開始重新找回感覺，在本月9 日， ...

#23. Microsoft's DirectML is the next-generation game-changer that ...

Microsoft's DirectML is the next-generation game-changer that nobody's talking about ... DirectML has the potential to be a gamechanger for next- ...

#24. DirectML _ 搜索结果

07:43. 计算机技术A卡战未来? N卡A卡DirectML深度学习的不科学速度测试 ; 06:28. 校园学习机器学习AMD NVIDIA 显卡用Windows DirectML ; 03:24. 数码【显卡】DLSS优势不再： ...

#25. Microsoft Debuts TensorFlow-DirectML on Wide Release

TensorFlow-DirectML combines Google's TensorFlow and Microsoft's DirectML API for a GPU-accelerated machine learning trainer.

#26. 在WSL2 裡面使用GPU 加速機器學習 - Davy's Blog

微軟在Microsoft Build 2020 時曾表示，將在WSL2 中新增支援NVIDIA CUDA 以及DirectML 來讓Linux 中的機器學習應用可以無痛直接放到WSL2 中使用。

#27. TensorFlow-DirectML开放提供：在Windows 10/WSL上训练ML ...

1 年多以前，微软宣布和多家硬件厂商合作，在Windows Subsystem for Linux（WSL）上对GPU 加速的机器学习（ML）模型进行训练。微软在2020 年6 月放出 ...

#28. Microsoft DirectML API Reaches Public Release - Asia's Tech ...

DirectML is no longer tied directly to Windows 10, allowing developers to download the machine learning API as a standalone service.

#29. 通过Windows 开发扩展Windows ML 和DirectML 的覆盖范围

DirectML 是DirectX系列的一部分，并提供对实时，关键性能场景的完全控制。 这种端到端的堆栈使开发人员能够在任何Windows设备上运行推理，而无需考虑 ...

#30. Windows® 10 May 2019 Update for Machine Learning ...

The Windows ML API handles the hardware abstraction for graphics processing unit (GPU) acceleration by interfacing with DirectML for.

#31. Enable nvidia cuda in wsl2 - BIDI® Cares

I will explain how to install NVIDIA Driver on WSL2 (Microsoft Subsystem Linux) ... Linux applications on Windows, including DirectML If the cuda-vector-add ...

#32. [R] Microsoft AI Open-Sources 'PyTorch-DirectML' - Reddit

96 votes, 19 comments. The Microsoft Windows AI team has announced the f irst preview of DirectML as a backend to PyTorch for training ML ...

#33. 可在Windows 10 WSL上培训ML模型的TensorFlow-DirectML发布

自去年起开发人员一直在其Windows模块Linux维修服务Windows Subsystem for Linux（WSL）上为数据处理模型开发GPU慢速训练，如今开发人员已经将该这两 ...

#34. 微软开源TensorFlow-DirectML，为WSL2 提供GPU 支持

微软近日开源了TensorFlow-DirectML 项目，它是Tensorflow 的一个分支，利用DirectML 在Windows 10 和WSL 上提供硬件加速。DirectML 是微软计划为WSL2 ...

#35. Microsoft Seemingly Looking to Develop AI-based Upscaling ...

AMD themselves have touted a DirectML upscaling solution back when they first introduced their FidelityFX program - and FSR clearly isn't it. It ...

#36. 微软TensorFlow-DirectML 发布：可在WSL 上GPU 加速机器学习

IT之家9 月12 日消息微软近日发布了TensorFlow-DirectML 的正式版，该工具可让用户在Windows 的Linux 子系统（WSL）上GPU 加速机器学习（ML）模型训练 ...

#37. 微軟宣布將DirectML作為單獨的API向公眾發布| 搜資訊 - Xoer

不久後，全球數以億計的Windows 10 設備都可以獲得豐富的DirectML 體驗，且目前已有百餘款應用程序提供了對DirectML 的支持，預計每日在Windows 平台上執行硬件加速推理 ...

#38. Microsoft open sources TensorFlow-DirectML - SD Times

TensorFlow-DirectML supports native Win32 and Windows Subsystem for Linux, and is suitable for students, beginners and enthusiasts looking to ...

#39. Microsoft DirectML Issues - Giters

Microsoft DirectML : DirectML is a high-performance, hardware-accelerated DirectX 12 library for machine learning. DirectML provides GPU acceleration for ...

#40. AI Benchmark with TensorFlow-DirectML and Intel ... - YouTube

#41. Use DirectML to add machine learning to C code | InfoWorld

To get started with DirectML and Microsoft.AI.DirectML, you must be using DirectX 12-compatible hardware. Most modern GPUs support DirectX 12, ...

#42. DirectML появится в Windows 10 весной 2019 года - 3DNews

Компания Microsoft обновила тестовую версию предстоящего DirectML API. Это дополнение к DirectX 12, которое будет действовать аналогично DXR ...

#43. 微軟宣布將DirectML作為單獨的API向公眾發布 - 壹讀

微軟今日宣布，DirectML 已作為面向Win32、UWP 和WSL 應用程式的獨立API 而公開發布。不久後，全球數以億計的Windows 10 設備都可以獲得豐富 ...

#44. Machine Learning: Microsoft verbindet TensorFlow mit DirectX

Microsoft hat mit TensorFlow-DirectML eine auf DirectX 12 ausgelegte Version des von Google initiierten Machine-Learning-Frameworks (ML) ...

#45. Microsoft DirectML, el competidor de DLSS y FidelityFX SR

Microsoft DirectML es el acrónimo de Direct Machine Learning y forma parte de un conjunto de software desarrollados por la compañía como una ...

#46. tensorflow-directml 1.15.5 on PyPI - Libraries.io

Windows 10 · AMD Radeon R5/R7/R9 2xx series or newer · Intel HD Graphics 5xx or newer · NVIDIA GeForce GTX 9xx series GPU or newer.

#47. Empowering Students and Beginners in Machine Learning

Our solution starts by providing hardware accelerated training on the breadth of Windows hardware, across DirectX 12 based GPU, via DirectML ...

#48. Microsoft offers GPU-accelerated ML training on Windows 10 ...

The outcome of this initiative is TensorFlow-DirectML, a fork of TensorFlow that leverages DirectML to provide cross-vendor hardware ...

#49. Microsoft Open Sources TensorFlow-DirectML Extension

Microsoft has announced that they have open-sourced their TensorFlow-DirectML extension of TensorFlow on Windows that is now on GitHub.

#50. L'entrainement de réseaux de neurones avec DirectML sous ...

AMD et Microsoft annoncent la RX 6900 XT Halo Infinite Limited Edition, mais personne ne pourr... FidelityFX s'invite sur les XBox grâce à une ...

#51. Empowering Students & Beginners in Machine Learning with ...

Our solution starts by providing hardware accelerated training on the breadth of Windows hardware, across DirectX 12 based GPU, via DirectML ...

#52. AMD and Microsoft work together to promote TensorFlow ...

TensorFlow-DirectML is an accessible machine learning (ML) tool that has a wide range of applications in hardware design (especially GPU).

#53. Microsoft Extending the Reach of Windows ML and DirectML

Microsoft Extending the Reach of Windows ML and DirectML:Since the initial release, Windows ML has powered numerous Machine Learning (ML) ...

#54. CUDA on WSL | NVIDIA Developer

... including DirectML Support Through WSL2 and GPU paravirtualization technology, developers can run NVIDIA GPU accelerated Linux applications on Windows.

#55. 可在Windows 10WSL上训练ML模型的TensorFlow-DirectML发布

摘要 自去年起微软一直在其Windows子系统Linux服务WindowsSubsystemforLinux（WSL）上为机器学习模型开发GPU加速训练，如今微软已经将该项目退出 ...

#56. AMD Announces GPU-Accelerated Machine Learning ... - Hexus

Now, machine learning training workflows can also be GPU-accelerated on Windows 10, and Microsoft is also working to integrate DirectML into the most used ...

#57. Accelerating GPU inferencing with DirectML and DirectX 12

Bing and Cortana use AI to search and answer questions etc. • Microsoft Cognitive Toolkit, Azure Machine Learning Services, Windows Machine Learning, are part ...

#58. PyTorch-DirectML - An ML Training Package From Microsoft AI

DirectML, a backend for PyTorch that can be used to train ML models, has been released as the first preview by the Microsoft Windows AI ...

#59. AMD and Microsoft work together to bring TensorFlow ...

TensorFlow-DirectML, one of the accessible machine learning (ML) tools designed for a wide range of hardware, particularly GPUs, ...

#60. Microsoft Extending the Reach of Windows ML and DirectML

This API enables you to take your ONNX model and seamlessly integrate it into your application to power ML experiences. Layered below the ONNX ...

#61. WSL現在廣泛支援GPU加速機器學習工作負載 - HiNet生活誌

WSL（Windows Subsystem for Linux）中的GPU加速機器學習訓練支援， ... 另外，現在開發者也可以使用WSL中的DirectML，來跨GPU供應商進行機器學習訓練 ...

#62. Microsoft open source TensorFlow-DirectML to provide GPU ...

DirectML is one of two GPU computing functions that Microsoft plans to provide for WSL2. It itself can provide GPU acceleration for common machine learning ...

#63. Directml download

In this blog post, we're going to dive into how to install the PowerShell Active Directory module on Windows 10. AMD & Microsoft Collaborate To Bring TensorFlow ...

#64. microsoft/DirectML - Knowledia News

DirectML is a high-performance, hardware-accelerated DirectX 12 library for machine learning. DirectML provides GPU acceleration for common ...

#65. 微软TensorFlow-DirectML 结束预览，正式发布| 码农社区

去年6 月，微软宣布它正在与硬件供应商合作一个名为TensorFlow-DirectML 的项目，该项目可以在Windows Subsystem for Linux（WSL）上提供GPU 加速的 ...

#66. C:\Windows\WinSxS\amd64_microsoft-windows ... - Everything

索引C:\Windows\WinSxS\amd64_microsoft-windows-directml-debug_31bf3856ad364e35_10.0.18362.1316_none_b20512a4b89fbdc4. 上一目录.. 名称 · 大小 · 修改日期.

#67. Microsoft DirectML, the Competitor of DLSS and FidelityFX SR

Microsoft DirectML is the acronym for Direct Machine Learning and is part of a suite of software developed by the company as a low-level API ...

#68. 微软宣布将DirectML作为单独的API向公众发布 - 字节点击

微软今日宣布，DirectML 已作为面向Win32、UWP 和WSL 应用程序的独立API 而公开发布。不久后，全球数以亿计的Windows 10 设备都可以获得丰富 ...

#69. Windows Developer on Twitter: "Drum roll, please We are ...

Drum roll, please We are excited to announce the public release of DirectML as a standalone API for Win32, UWP, and WSL applications ...

#70. 微软推出TensorFlow扩展套件DirectML 支持DirectX 12_第1页

近期，微软发布了一款名为TensorFlow-DirectML的TensorFlow扩展套件，帮助开发者能够在Windows平台上通过支持DirectX 12的GPU来加速TensorFlow模型 ...

#71. Microsofts Gpu Accelerated Ml Training Tensorflow Directml

Last June, Microsoft announced that it was working with hardware vendors on a project called TensorFlow-DirectML, which provides ...

#72. DirectML works under Windows 10 Pro but not in WSL2

I have the following setup: AMD CPU A10-7850K with integrated GPU R7 Series. Windows 10 Pro Build 21354 release 210402-1630; AMD Drivers for DirectML under ...

#73. Microsoft Eying DirectML as DLSS alternative on Xbox

To be clear, DirectML is a substitute for NGX, not DLSS. DLSS is an application built on top of Nvidia's NGX. Just like whatever AI based ...

#74. 微软通过TensorFlow-DirectML 在Windows 10 和WSL 上提供 ...

微软宣布正在与硬件供应商合作，在Windows Subsystem for Linux (WSL) 上提供机器学习(ML) 模型的GPU 加速训练。对此的预览于2020 年6 月开始。

#75. 实践/ C# 在ONNX 上运行YOLOv3/4/5,并使用DirectML 加速

DirectML 与WinML. 首先， WinML(Windows Machine Learning) 是Window 10 内建的机器学习平台，可以让开发者很方便的在Window 10 上部署AI功能。

#76. 微软开源TensorFlow-DirectML，为WSL2 提供GPU 支持

微软近日开源了TensorFlow-DirectML 项目，它是Tensorflow 的一个分支，利用DirectML 在Windows 10 和WSL 上提供硬件加速。DirectML 是微软计划为WSL2 提供的两种GPU ...

#77. FYI, DeepLabCut worked on Radeon GPU & RTX3080 (Using ...

tensorflow-directml package can run on Windows 10(or WSL2 linux environment, but I haven't tested) · Making python 3.6. · pip install tensorflow- ...

#78. TensorFlow-DirectML开放提供：在Windows 10/WSL上训练ML ...

TensorFlow-DirectML开放提供：在Windows 10/WSL上训练ML模型. 09-12 科技看点. 1 年多以前，微软宣布和多家硬件厂商合作，在Windows Subsystem for Linux（WSL）上 ...

#79. WSL2 / NVIDIA GPU Driver for DirectML and Tensor Flow

In September 2020, NVIDIA announced native CUDA features on Windows Subsystem for Linux (WSL2) in the last version of the preview driver, ...

#80. 微軟宣佈公開發行DirectML 機器學習API：可用A卡實現光追

DirectML 是一項基礎的機器學習工具，在此之上還有Windows ML、ONNX Runtime。這些工具能夠將高效的機器學習演算法帶到使用者應用程式中，使用顯示卡 ...

#81. 微软宣布将DirectML作为单独的API向公众发布 - 新浪财经

为方便开发者构建DirectML 应用程序，微软还在单独推出了Microsoft.AI.DirectML API 的NuGet 包。感兴趣的朋友，可参考官方给出的多个示例，比如借助 ...

#82. AMD and Microsoft brings TensorFlow-DirectML to bring 4X ...

Microsoft along in conjunction with AMD RDNA 2 technology has released TensorFlow-DirectML. It is one of the most accessible machine ...

#83. What's New in DirectX 12? Understanding ... - TechSpot

The next enhancement, DirectML, became available in the Windows 10 May 2019 update. This one is all about Machine Learning, ...

#84. Windows Extends Windows ML and DirectML - C# Corner

For this, ONNX Runtime is designed to be a cross-platform inference engine. Microsoft said that with Windows ML and DirectML, it has built ...

#85. Microsoft maakt DirectML-acceleratie voor TensorFlow ...

Microsoft heeft TensorFlow-DirectML voor Windows 10 en Windows Subsystem for Linux breed beschikbaar gemaakt. Daarmee komt een einde aan de ...

#86. 微软宣布DirectML 作为独立API 公开发布

F像这样Windows机器语言 et ONNX执行 层 高于DirectML, 麦博士开发的技术萃取的il 易于集成高性能机器学习在您的申请中许可.

#87. Microsoft is working on a new AI upscaling technology to rival ...

... Microsoft's AI upscaling technology looks to be based on the DirectX/DirectML API, meaning it should work on both PCs and Xbox consoles.

#88. 微軟或在研發自己的拉伸/超分辨率技術， AI將會是重要的一環

DirectML 可以利用所有支持的硬件以及驅動，例如AMD、Intel、NVIDIA以及高通的DX12 GPU，為一般的機器學習 ... Tags:AICOOLPCPWindows微軟超分辨率顯卡 ...

#89. Microsoft將DriectX帶到Windows Subsystem for Linux - T客邦

... 透過半虛擬化的技術，讓運作於Windows的Linux子系統也能直接存取顯示卡的資源，並且能支援DirectML與NVIDIA CUDA等API，將能大幅提升AI運算效能。

#90. Using AMD and Intel GPUs on Windows with Tensorflow ...

Tensorflow DirectML. Recently Microsoft released a preview of their DirectML backend for tensorflow. This backend enables support for most ...

#91. Microsoft DirectML, il machine learning accelerato da GPU su ...

Microsoft rilascia DirectML come API indipendente per applicazioni Win32, UWP e WSL, per l'accelerazione GPU dell'intelligenza artificiale.

#92. Microsoft DirectML: qué es y qué relación tiene con el Ray ...

Es una biblioteca de DirectX 12 de alto rendimiento y aceleración por hardware para el Machine Learning. Dota a la GPU de aceleración para las ...

#93. 微软开源TensorFlow-DirectML，为WSL2 提供GPU 支持

微软近日开源了TensorFlow-DirectML 项目，它是Tensorflow 的一个分支，利用DirectML 在Windows 10 和WSL 上提供硬件加速。 DirectML 是微软计划 ...

#94. Windows 10 20150 Preview Build Adds DirectML & CUDA ...

When Microsoft first launched its Windows Subsystem for Linux (WSL) four years ago, it would have been difficult to predict exactly where it ...

#95. Here's how machine learning can make PC games better

At GDC 2018 on Monday, Microsoft explained how Windows ML can benefit video games, and introduced new “DirectML” tools that provide GPU ...

#96. Microsoft Details Windows Machine Learning for Gaming

In turn, the DirectML execution layer is able to run on top of DX12 GPUs as a compute task, using the supplied models for neural network ...

#97. Nvidia drivers for cuda on wsl download - Carson Lee

CUDA on Windows Subsystem for Linux (WSL) - Public Preview Download the ... It also supports DirectML (Direct Machine Learning), Microsoft's Windows 10 API ...

#98. Wsl2 gpu amd - Wye Website Design

New Windows 10 preview drops WSL2 Linux kernel, adds AMD nested virtualization. ... The DirectML allows you to use hardware-accelerated on Windows hardware, ...