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PyTorch inference

Scale, performance, and efficient deployment of state-of-the-art Deep Learning models are ubiquitous challenges as applied machine learning grows across the industry. We’re happy to see that...

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DeepSpeed

In recent years, large-scale deep learning models have demonstrated impressive capabilities, excelling at tasks across natural language processing, computer vision, and speech domains. Companies now use...

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Linux based eBPF programs

In our previous blog, we spoke about the progress we have made for the eBPF for Windows project. A key goal for us has been to meet developers where...

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Kubernetes

Securing the software supply chain and verifying that chain is hard for any software, and containers running in Kubernetes are no exception. Operational best practices like image signing,...

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ONNX Runtime Web

We are introducing ONNX Runtime Web (ORT Web), a new feature in ONNX Runtime to enable JavaScript developers to run and deploy machine learning models in browsers. It...

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Distributed Data Parallel

Model training has been and will be in the foreseeable future one of the most frustrating things machine learning developers face. It takes quite a long...

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ROCm Open Software Platform

ONNX Runtime is an open-source project that is designed to accelerate machine learning across a wide range of frameworks, operating systems, and hardware platforms. Today, we are...

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How to migrate and modernize Linux workloads

With extensive support for all major Linux distributions including Red Hat, SUSE, Ubuntu, CentOS, Debian, and managed platform-as-a-service (PaaS) offerings for open source databases like Azure Database for MySQL, Azure...

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PyTorch

PyTorch is an increasingly popular open-source deep learning framework that accelerates AI innovations from research to production. At Microsoft, we use PyTorch to power products such as Bing and Azure...

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eBPF work on Windows

eBPF is a well-known but revolutionary technology—providing programmability, extensibility, and agility. eBPF has been applied to use cases such as denial-of-service protection and observability. Over time, a...

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What is ONNX Runtime

The performance improvements provided by ONNX Runtime powered by Intel® Deep Learning Boost: Vector Neural Network Instructions (Intel® DL Boost: VNNI) greatly improves performance of machine...

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Deploying SUSE SAP HA Automation

Maintaining a competitive advantage often depends on how quickly you can deliver new services. SAP applications are designed to help companies analyze data to anticipate new...

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Maintainers Spotlight

We hear about open source projects every day, but we rarely hear from the people who maintain them. Maintaining an open source project is a full-time,...

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Kubernetes Clusters

Managing Kubernetes clusters at scale across a variety of infrastructures is—well—even harder. The Kubernetes community project Cluster API (CAPI) enables users to manage fleets of clusters across multiple...

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Deploying Elastic Cloud

From startups to the global 2000, Elastic powers search solutions for thousands of companies worldwide to find documents, monitor infrastructure, protect against security threats, and more....

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ONNX Runtime

ONNX Runtime is an open source project that is designed to accelerate machine learning across a wide range of frameworks, operating systems, and hardware platforms. Today, we...

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