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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…
Developers are essential to the world we live in today, and the work you do is critical to powering organizations in every industry. Every developer and development team brings new ideas and innovation. Our ambition with the Microsoft Cloud and Azure is to be the platform for all of this innovation to really empower the entire…
This blog has been co-authored by Ye Gu, Principal Program Manager. Organizations are transforming their digital environments to increase agility and to operate more efficiently. We see this transformation in how customers migrate to the cloud and adopt cloud-native technologies and practices in their own environments. As their digital estates become increasingly more complex and critical…