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Machine learning model serving architectures

Xebia

After months of crunching data, plotting distributions, and testing out various machine learning algorithms you have finally proven to your stakeholders that your model can deliver business value. Selecting the right architectural serving pattern is paramount in creating the most business value from your model.

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Continuous Testing in the Era of Microservices and Serverless Architectures

Dzone - DevOps

Continuous testing, a cornerstone of modern DevOps practices, has evolved to meet the demands of accelerated software delivery. In this article, we'll explore the latest advancements in continuous testing, focusing on how it intersects with microservices and serverless architectures.

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CodeSOD: Testing Architectures

The Daily WTF

Marlyn ’s employer ships software for a wide variety of CPU architectures. As you might imagine, they have a huge automated test suite, meant to ensure that changes don’t break functionality or compatibility. So it’s a pity that their tests were failing. It must be the test suite that had the error. Advertisement].

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Architectural Approaches: Clean and Hexagonal Architecture

Apiumhub

When it comes to software architecture, the pursuit of creating robust and maintainable applications has always been the main goal. As technology evolves, so does the need for software architectures that can adapt, scale, and withstand the test of time. The key components of Clean Architecture are: 1.

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Best Practices for Deploying & Scaling Embedded Analytics

You can get new capabilities out the door quickly, test them with customers, and constantly innovate. Application Design: Depending on your capabilities, you can choose either a VM or a container-based approach.

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Testing Challenges Related to Microservice Architecture

Dzone - DevOps

Over the last few years, microservice architecture emerged to be on top of conventional SOA (Service Oriented Architecture). This much more precise and smaller architecture brought in many benefits. With different testing strategies emerge different testing challenges.

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Why Choose a Composable Architecture

Perficient

If you’ve been following Sitecore’s architectural movement over the last few years, a lot has changed. However, with a composable architecture, your organization can easily utilize another enterprise product in place of Sitecore’s offering, and this kind of flexibility is integrated into the very nature of a composable architecture.

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Microservices: The Dark Side

Speaker: Prem Chandrasekaran

In his best-selling book Patterns of Enterprise Application Architecture, Martin Fowler famously coined the first law of distributed computing—"Don’t distribute your objects"—implying that working with this style of architecture can be challenging. Focusing on the right amount and kinds of tests in your pipelines.