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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 model. System testing System tests are carried out to test the robustness of the design of a system for given inputs and expected outputs…
I had the awesome opportunity to talk with a few people innovating with some of the most exciting next-generation tech in our latest episode of the Inside Azure for IT fireside chat series. Many of us, myself included, spend a lot of time focused on challenges that need to be addressed today—in this minute—leaving less time…
Testing is an important exercise in the life cycle of developing a machine learning system to ensure high-quality operations. We use tests to confirm that something functions as it should. Once tests are created, we can run them automatically whenever we make a change to our system and continue to improve them over time. It…
As the cloud continues to expand into a ubiquitous and highly distributed fabric, a new breed of application is emerging: Modern Connected Applications. We define these new offerings as network-intelligent applications at the edge, powered by 5G, and enabled by programmable interfaces that give developer access to network resources. Along with internet of things (IoT)…
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. Microsoft was founded…
We are moving to a world where every application needs to be intelligent and adaptive to real-time model learning. As businesses build modern data capabilities, they must make decisions at the speed of human thought. Developers are challenged by this, given the huge silos that exist between databases and analytic products, and the complexity of a…