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As part of our continued commitment to open source solutions, we are announcing the general availability of Azure Managed Grafana, a managed service that enables you to run Grafana natively within the Azure cloud platform. With Azure Managed Grafana, you can seamlessly and securely connect with and scale to businesses’ existing Azure services, enhancing observability…
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…
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 testing, data and model testing, and integration testing. Unit testing Tests are performed on…
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…
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…