Menghua Xiao articles

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Menghua Xiao
Menghua Xiao is a software engineer on the Azure DevOps Team. He created the Jenkins for Azure plugins for Azure Container Service (AKS) and Kubernetes Continuous Deploy.
5 min read

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.

5 min read

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.

3 min read

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.

3 min read

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.

1 min read

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.

9 min read

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.