InfoQ Homepage Architecture & Design Content on InfoQ
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Machine Learning Techniques for Predictive Maintenance
In this article, the authors explore how we can build a machine learning model to do predictive maintenance of systems. They discuss a sample application using NASA engine failure dataset to predict the Remaining Useful Time (RUL) with regression models.
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Article Series: Reactive JavaScript
Reactive programming techniques are becoming more prevalent in the constantly changing JavaScript landscape. This article series hopes to provide a snapshot of where we're at, sharing multiple techniques; variations on a theme. From new languages like Elm to the way Angular has adopted RxJS, there's something for every developer, no matter what they're working with.
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Predicting Movie Ratings: NLP Tools is What Film Studios Need
In this article, the author discusses how to use Natural Language Processing (NLP) techniques to predict the movie ratings using the data shared on social media platforms. Sentiment analysis of movie reviews can also be used to classify movies into different genres and to improve the movie recommendation systems.
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Taking an Application-Oriented Approach to Cloud Adoption
Taking an infrastructure-centric approach to cloud adoption can lead to unrealized benefits. Architect Amit Kumar outlines eleven principles to consider when introducing cloud services into your architecture.
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Self Contained Systems (SCS): Microservices Done Right
Everybody seems to be building microservices these days. There are many different ways to split a system into microservices, and there appears to be little agreement about what microservices actually are - except for the fact that they can be deployed independently. Self-contained Systems are one approach that has been used by a large number of projects.
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Pascal Desmarets on NoSQL Data Modeling Best Practices
NoSQL databases are specialized to store different types of data like Key Value, Documents, Column Family, Time Series, Graph, and IoT data. Pascal Desmarets talks about how to perform data modeling in NoSQL databases compared to the modeling in Relational databases.
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Virtual Panel: Data Science, ML, DL, AI and the Enterprise Developer
InfoQ caught up with experts in the field to demystify the different topics surrounding AI, and how enterprise developers can leverage them today and thereby render their solutions more intelligently.
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From Alibaba to Apache: RocketMQ’s Past, Present, and Future
Feng Jia and Wang Xiaorui share the core distributed systems principals behind RocketMQ, Alibaba's distributed messaging and data streaming platform now open sourced through the Apache Foundation.
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Q&A on The Rise and Fall of Software Recipes
Darius Blasband has written a book which challenges the conventional wisdom of software engineering: he protests against the adoption of recipes and standards-based approaches and rails against the status-quo. He calls himself a codeaholic who advocates for careful consideration of the specific context and the use of domain specific languages wherever possible.
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Key Takeaway Points and Lessons Learned from QCon London 2017
This year was the 11th for QCon London; it was also our largest London event to date. Including our 140 speakers we had 1435 team leads, architects, and project managers attending 112 technical sessions across 18 concurrent editorial tracks and 16 in-depth workshops.
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Patterns and Practices in C# 7
C# 7 is a major update with a lot of interesting new capabilities. And while there are plenty of articles on what you can do with it, there’s not quite as many on what you should do with it. Using the principles found in the .NET Framework Design Guidelines, we’re going to take a first pass at laying down strategies for getting the most from these new features.
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How to Sell Refactoring? The Case of Nordea Bank AB
Refactoring is often not a technical challenge. Teams can accurately diagnose inefficient code design. If they have sufficient time and budget at their disposal, they would probably get things done. In this article, we focus on the strategic code refactoring. This distinction was introduced by the BNS IT consultants as part of the method called Natural Course of Refactoring.