Tag: cloud
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Breaking the Host Memory Bottleneck: How Peer Direct Transformed Gaudi’s Cloud Performance
Breaking the Host Memory Bottleneck: How Peer Direct Transformed Gaudi’s Cloud Performance Engineering RDMA-like performance over cloud host NICs using libfabric, DMA-BUF, and HCCL to restore distributed training scalability The post Breaking the Host Memory Bottleneck: How Peer Direct Transformed Gaudi’s Cloud Performance appeared first on Towards Data Science. Maria Piterberg Go to original source
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Backdoor Detection through Replicated Execution of Outsourced Training
Backdoor Detection through Replicated Execution of Outsourced Training arXiv:2504.00170v1 Announce Type: cross Abstract: It is common practice to outsource the training of machine learning models to cloud providers. Clients who do so gain from the cloud’s economies of scale, but implicitly assume trust: the server should not deviate from the client’s training procedure. A malicious…
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Forget About Cloud Computing. On-Premises Is All the Rage Again
Forget About Cloud Computing. On-Premises Is All the Rage Again Ten years ago, everybody was fascinated by the cloud. It was the new thing, and companies that adopted it rapidly saw tremendous growth. Salesforce, for example, positioned itself as a pioneer of this technology and saw great wins. The tides are turning though. As much…
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Virtualization & Containers for Data Science Newbies
Virtualization & Containers for Data Science Newbies Virtualization makes it possible to run multiple virtual machines (VMs) on a single piece of physical hardware. These VMs behave like independent computers, but share the same physical computing power. A computer within a computer, so to speak. Many cloud services rely on virtualization. But other technologies, such…