30 June 2022
The capacity of a system to adjust to changes by adding or removing resources to meet demand is known as scalability. Here are some tests to check the scalability of your MLOps model.
22 June 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.
14 June 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.
24 May 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.
24 May 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.
24 May 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.
18 April 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.
16 February 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.
19 January 2022
Seamlessly ship Microsoft Azure Spring Cloud data into Elastic and monitor every step of your cloud journey. Gain a holistic view across Spring Boot applications and other data sets in your cloud and on-premises environments.
30 November 2021
Today, we are announcing the preview of Azure Load Testing, a fully managed Azure service that enables developers and testers to generate high-scale load with custom Apache JMeter scripts and gain actionable insights to catch and fix performance bottlenecks at scale.