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ONNX Runtime and Intel AI logo

Optimizing BERT model for Intel CPU Cores using ONNX runtime default execution provider 

This blog was co-authored with Manash Goswami, Principal Program Manager, Machine Learning Platform. 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 learning model execution for developers. In the past, machine learning models mostly relied on 32-bit floating...Read more

Microsoft Open Source success story—Babylon 

  • Emma Irwin headshot image
    By Emma IrwinSenior Program Manager, Microsoft Open Source Programs Office (OSPO).
An ongoing series of stories about Microsoft people and projects making their world better through open source. If you haven’t heard of Babylon.js, there is no doubt that it’s already made your day more cheerful, powering Microsoft Teams’ Reactions‘ (those cute floating emojis), or your presentation faster and smoother as the engine that powers rendering...Read more

Create privacy-preserving synthetic data for machine learning with SmartNoise 

Watch our webinar on Open Data Science Conference  Read the white paper on SmartNoise Differential Privacy machine learning case studies The COVID-19 pandemic demonstrates the tremendous importance of sufficient and relevant data for research, causal analysis, government action, and medical progress. However, for understandable data protection considerations, individuals and decision-makers are often very reluctant to share personal or sensitive data....Read more

Enabling responsible AI development with new open source capabilities 

At last year’s Microsoft Build conference in May 2020, Microsoft introduced three responsible AI (RAI) toolkits available in both open source as well as integrated within Azure Machine Learning: InterpretML, Fairlearn, and SmartNoise. These tools enable machine learning data scientists to understand model predictions, assess fairness, and protect sensitive data. Building on this family of...Read more

The community effort that delivered Dapr v1.0 

Today we’ve announced the release of Dapr v1.0. The Distributed Application Runtime (Dapr) is now available as a production ready solution that helps developers build resilient, portable event-driven distributed applications on the cloud and edge. It has been an incredible journey bringing Dapr from its initial release in October 2019 to production readiness and it...Read more

Microsoft joins Rust Foundation 

Today we’re excited to share that Microsoft is joining industry partners as founding members of the Rust Foundation, a new independent organization established to steward the Rust programming language and ecosystem and support Rust’s maintainers. We look forward to collaborating with the Rust community to continue improving the Rust language, providing tooling and library support,...Read more
maintainers spotlight series logo

Maintainers Spotlight: How Kent C. Dodds pays it forward through open source 

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, often thankless, job. The Maintainers Spotlight blog series is an opportunity to highlight the essential role maintainers play in moving projects and communities forward. In true open source fashion,...Read more

Deploying SUSE SAP HA Automation in Microsoft Azure 

Why 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 requirements and rapidly deliver new products and services. This gives you the ability to keep existing customers happy while attracting new business. In line with SUSE’s vision...Read more
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4 open source lessons for 2021 

2020 fundamentally changed how many companies and teams work—seemingly overnight, remote-first cultures became the new norm and people had to change how they communicate and collaborate. However, for those of us who have been deeply engaged in open source, remote work has been our norm for many years because open source communities are large, globally...Read more

How to monitor your Azure infrastructure with Filebeat and Elastic Observability 

Overview The ability to access the internal state of your application ecosystem is critical to optimizing your applications and the experience of your users. Elastic Cloud on Microsoft Azure gives you access to Elastic observability allowing you to monitor your infrastructure and see how every signal interrelates by utilizing a wide variety of resources that...Read more

Accelerate and simplify Scikit-learn model inference with ONNX Runtime 

Scikit-learn is one of the most useful libraries for general machine learning in Python. To minimize the cost of deployment and avoid discrepancies, deploying scikit-learn models to production usually leverages Docker containers and pickle, the object serialization module of the Python standard library. Docker is a good way to create consistent environments and pickle saves...Read more

Introducing the Cluster API Provider for Azure (CAPZ) for Kubernetes cluster management 

Managing Kubernetes clusters is hard. 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 infrastructure providers. The Cluster API Provider for Azure (CAPZ) is the solution for users who need to manage Kubernetes clusters on Azure...Read more