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Letting change and uncertainty advance your software architecture

CircleCI

How do we design our systems in a manner that can adapt and change to things that don’t even exist when we start building it? I would posit that this type of description creates a false sense of finality that doesn’t actually exist in most real-world systems. Design architecture to solve problems.

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The Cake is NOT a Lie: 5 Java Frameworks to Support Your Microservices Architecture

OverOps

Editor’s Note: This post was originally published on May 5, 2016. The microservices trend is becoming impossible to ignore,” I wrote in 2016. For teams dealing with loads of technical debt, microservices offer a path to the promised land. It has since been updated to reflect advancements in the industry.

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Best Free and Open-Source Database Software

G2 Crowd Software

Free and open-source database tools are typically more appealing to the everyday small business and app creator, so we’ve outlined some of the best ones, according to user reviews on G2 Crowd. Using reviews from real users, our list of free database tools is ordered by highest G2 Score as of November 20, 2017. Microsoft SQL.

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AI Chihuahua! Part I: Why Machine Learning is Dogged by Failure and Delays

d2iq

As little as 5% of the code of production machine learning systems is the model itself. 2015): Hidden Technical Debt in Machine Learning Systems. The model itself (purple) accounts for as little as 5% of the code of a machine learning system. This in turn means the recommendations deteriorate over time due to a lack of signals.

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Five Trends for 2019

Hu's Place - HitachiVantara

Meta data will be key, and companies will look to object based storage systems to create a data fabric as a foundation for building large scale flow based data systems. A 2016 Forbes article published a survey of data scientists which showed that most of their time, 80%, is spent on massaging rather than mining or modeling data.

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AoAD2 Practice: Evolutionary System Architecture

James Shore

To share your thoughts, join the AoAD2 open review mailing list. Evolutionary System Architecture. What about your system architecture? By system architecture, I mean all the components that make up your deployed system. When you do, you get evolutionary system architecture. Craver 2016].

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How Retailers Use Artificial Intelligence to Innovate Customer Experience and Enhance Operations

Altexsoft

In December 2016, Amazon introduced the ‘Just Walk Out’ shopping experience with the first Amazon Go store in its Seattle office building. However, the cashierless store concept has been under pressure in the US due to a backlash against cashless systems. percent higher prediction accuracy compared to the existing system.