MLOPs Blog Series Part 2: Testing robustness of secure machine learning systems using machine learning ops

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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...

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MLOps Blog Series Part 1: The art of testing machine learning systems using MLOps

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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...

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Azure Orbital Ground Station as Service extends life and reduces costs for satellite operators

How can Microsoft empower satellite operators to focus on their mission and enable them to continue the operation of their satellites, without making capital investments in their ground infrastructure?To answer that question, Microsoft worked alongside the National Oceanic and Atmospheric Administration (NOAA), and our partner Xplore, to demonstrate...

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Simplify and centralize network security management with Azure Firewall Manager

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We are excited to share that Azure Web Application Firewall (WAF) policy and Azure DDoS Protection plan management in Microsoft Azure Firewall Manager is now generally available.With an increasing need to secure cloud deployments through a Zero Trust approach, the ability to manage network security policies and resources...

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Learn what’s new in Azure Firewall

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We continue to be amazed by the adoption, interest, positive feedback, and the breadth of use cases customers are finding for our service. Today, we are happy to share several key Azure Firewall capabilities as well as an update on recent important releases into general availability and preview.◉...

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Achieve seamless observability with Dynatrace for Azure

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As adoption of public cloud grows by leaps and bounds, organizations want to leverage software and services that they love and are familiar with as a part of their overall cloud solution. Microsoft Azure enables customers to host their apps on the globally trusted cloud platform and use...

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Improve outbound connectivity with Azure Virtual Network NAT

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For many customers, making outbound connections to the internet from their virtual networks is a fundamental requirement of their Azure solution architectures. Factors such as security, resiliency, and scalability are important to consider when designing how outbound connectivity will work for a given architecture. Luckily, Azure has just...

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Power hybrid and multicloud environments with Azure Arc data solutions

We know we are in the middle of a transformative time. At the heart of this transformation is the digitization of data. Data is the most strategic asset for organizations across all industries, and a new level of data agility is required to deal with dynamic changes in...

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Scale your cloud-native apps and accelerate app modernization with Azure, the best cloud for your apps

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...

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