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This blog was co-authored by Xema Pathak, Senior Product Manager; Sahil Arora, Principal PM Lead; Matthew McCleary, Senior Program Manager and Brian Wren, Principal Content Developer. Organizations are going through an era of digital transformation and are embracing various cloud-native technologies to fuel innovation. Developers are critical to this transformation; they need to quickly bring…
A successful hybrid networking strategy demands DNS services that work seamlessly across on-premises and cloud networks. Azure DNS Private Resolver now provides a fully managed recursive resolution and conditional forwarding service for Azure virtual networks. Using this service, you will be able to resolve DNS names hosted in Azure DNS private zones from on-premises networks…
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…