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DevOps

MLOps Blog Series Part 2: Testing robustness of secure machine learning systems using machine learning ops

June 22, 2022

Robustness is the ability of a closed-loop system to tolerate perturbations or anomalies while system parameters are varied over a wide range. There are three essential tests to ensure that the machine learning system is robust in the production environments: unit tests, data and model testing, and integration testing.

Product Marketing Manager, Data and AI Marketing

MLOps Blog Series Part 1: The art of testing machine learning systems using MLOps

June 14, 2022

Testing is an important exercise in the life cycle of developing a machine learning system to assure high-quality operations. In this blog, we will look at testing machine learning systems from a Machine Learning Operations (MLOps) perspective and learn about good case practices and a testing framework that you can use to build robust, scalable, and secure machine learning systems.

Product Marketing Manager, Data and AI Marketing

Code, test, and ship your next app quickly and securely with Microsoft developer tools

May 24, 2022

Welcome to Microsoft Build, the event that’s all about celebrating the developer community! The work you do has the power to transform entire industries and keep critical businesses and services running through innovative solutions and applications. I couldn’t be more honored to champion this entire dev community as you create the future.

Corporate Vice President, Azure Marketing

Scale your cloud-native apps and accelerate app modernization with Azure, the best cloud for your apps

May 24, 2022

Microsoft was founded as a developer tools company, and developers remain at the very center of our mission. Today, we have the most used and beloved developer tools with Visual Studio, .NET, and GitHub. We offer a trusted and comprehensive platform to build amazing apps and solutions that help enable people and organizations across the planet to achieve more.

Executive Vice President, Cloud + AI

Introducing the Microsoft Intelligent Data Platform

May 24, 2022

It’s clear that the fragmentation which exists today between databases, analytics, and governance products must be addressed. To help organizations unlock these new capabilities, we shared several exciting announcements today at Microsoft Build that demonstrate our continued innovation and investment in the data products our customers have come to know and trust.

Corporate Vice President, Azure Data

Enhance your data visualizations with Azure Managed Grafana—now in preview

April 18, 2022

Last year, we announced our strategic partnership with Grafana Labs to develop a Microsoft Azure managed service that lets customers run Grafana natively within the Azure cloud platform. Today, we are announcing that Azure Managed Grafana is available in preview. With Azure Managed Grafana, the Grafana dashboards our customers are familiar with are now integrated seamlessly with the services and security of Azure.

Senior Product Marketing Manager

Azure Spring Cloud Enterprise is now available in preview

February 16, 2022

When we launched Azure Spring Cloud with VMware in 2019, we set out to solve common challenges developers, IT operators, and DevOps teams face when running Spring Boot applications at scale. We are thankful to the many customers and partners who participated in the private preview and shared their learnings, and we are excited to announce that Azure Spring Cloud Enterprise is now available in public preview.

President, Developer Division