InfoQ Homepage Architecture & Design Content on InfoQ
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Fraud Detection Using Random Forest, Neural Autoencoder, and Isolation Forest Techniques
In this article, the authors discuss how to detect fraud in credit card transactions, using supervised machine learning algorithms (random forest, logistic regression) as well as outlier detection approaches using isolation forest technique and anomaly detection using the neural autoencoder.
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Kubernetes Workloads in the Serverless Era: Architecture, Platforms, and Trends
Explore how microservices architecture has evolved into cloud-native architecture, where many of the infrastructure concerns are provided by Kubernetes in combination with additional abstractions provided by service mesh and serverless frameworks. In addition, the serverless ecosystem is evolving by exploring standard and open packaging, runtimes, and event formats.
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Unlocking Continuous Testing: The Four Best Practices Necessary for Success
While the majority of organizations have enthusiastically embraced agile planning and development, most still find themselves unable to effectively implement continuous testing throughout the software development lifecycle. There are four best practices to help overcome this: focus on test quality, keep your tests short and atomic, test across multiple platforms, and leverage parallelization.
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Java InfoQ Trends Report - July 2019
The InfoQ Java trend report provides an overview of technology adoption and commentary on how we see the Java and JVM-related space evolving in 2019. Key developments include the release of Java 13, the rise of non-HotSpot JVMs and the evolution of GraalVM, and the changing landscape of Java microservice frameworks.
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Stream Processing Anomaly Detection Using Yurita Framework
In this article, author Guy Gerson discusses the stream processing anomaly detection framework they developed by PayPal, called Yurita. The framework is based on Spark Structured Streaming.
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/articles/understanding-serverless-servicefull-applications/en/smallimage/understanding-serverless-servicefull-applications-s-1562155540179.jpeg)
Understanding Serverless: Tips and Resources for Building Servicefull Applications
There are still many misconceptions and concerns regarding serverless solutions. Vendor lock-in, tooling, cost management, cold starts, monitoring and the development lifecycle are all hot topics where serverless technologies are concerned. This article shares tips and resources to guide serverless newcomers towards building powerful, flexible and cost-effective serverless applications.
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The Agile Manifesto: A Software Architect's Perspective
While the role and responsibilities of a software architect can be seen as contradictory to the values of the Manifesto for Agile Software Development, a good architect finds techniques that support an agile development team.
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How to Seamlessly Evolve DevOps into DevSecOps
As DevOps evolved, it became obvious that it was about more than just software development and operations management. With each new story of a massive data breach and its catastrophic consequences, cybersecurity swiftly became recognized as a critical part of any IT ecosystem. This realization led to DevSecOps. This article looks at how to embrace a DevSecOps approach.
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It Ain't Necessarily So: Exploring Type Systems for Verifying Musical Correctness
Chris Ford explores what makes music correct and how we might encode it in a type system.
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NotPetya Retrospective
As we hit the second anniversary of NotPetya, this retrospective is based on the author’s personal involvement in the post-incident activities. In the immediate aftermath, it seemed like NotPetya could be the incident that would change the whole IT industry, but it wasn’t—pretty much all the lessons learned have been ignored.
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Obscuring Complexity
One of the most important things that software architects do is manage the complexity of their systems in order to mitigate release disruption while maintaining sufficient feature velocity. When we cannot reduce complexity, we try to hide or shift it. Software architects tend to manage that complexity with the time-honored strategies covered in this article.
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Using OpenAPI to Build Smart APIs for Dumb Machines
This article discusses how to build, manage and maintain APIs with OpenAPI, including some of the most notable features in v. 3.0.