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    ND H200 v5 on Azure ML: Memory-First AI Training with 8x H200 GPUs

    Microsoft’s rollout of ND H200 v5 instances for Azure Machine Learning is a substantial, full‑stack upgrade that pairs Microsoft’s cloud orchestration with NVIDIA’s newest H200 Tensor Core GPUs to give teams a rare combination of massive on‑GPU memory, dense compute, and high‑bandwidth...
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    • auto-scaling azure-machine-learning azure-ml-integration deepspeed distributed-training gpudirect-rdma hbm3e-memory hpc infiniband jax llm memory-first multimodal nccl nd-h200-v5 nvidia-h200 nvlink pytorch tensorflow triton
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    • Forum: Windows News
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    Transform Your Windows Experience with Cutting-Edge AI Tools and Features

    Artificial intelligence (AI) has become an integral part of modern computing, significantly enhancing the functionality and user experience of Windows PCs. From built-in operating system features to third-party applications, AI tools are transforming how users interact with their devices...
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    • ai coding assistants ai in windows ai integration ai search artificial intelligence audio enhancement copilot+ pcs creative ai tools data analysis future of ai image editing machine learning neural processing units noise cancellation productivity applications pytorch tensorflow third-party ai tools video creation windows 11
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    • Forum: Windows News
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    Native PyTorch on Windows Arm: Powering AI Development on Arm-Based Devices

    Just a few short weeks ago, getting hardcore machine learning work done on Windows devices powered by Arm chips was kind of like asking your dog to file your taxes — theoretically possible, but you’d be the one left whimpering at the end. Sure, you could run PyTorch, the open-source darling of...
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    • ai deployment ai frameworks arm windows devices arm64 windows deep learning dependency management edge computing hardware acceleration libtorch machine learning microsoft ai ml ecosystem native binaries python 3.12 pytorch pytorch on arm rust programming visual studio windows developer tools windows on arm
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    • Forum: Windows News
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    CVE-2024-49048: Cybersecurity Risk in TorchGeo Library Unveiled

    In the thrilling arena of cybersecurity, new vulnerabilities emerge almost daily, ready to be explored, scrutinized, and ultimately patched. One of the most recent discoveries is CVE-2024-49048, a worrying remote code execution (RCE) vulnerability associated with TorchGeo, a library used for...
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    • cve-2024-49048 cybersecurity pytorch rce remote code execution torchgeo
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    • Forum: Security Alerts
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