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InfoQ has curated a series of articles for this introduction to machine learning eMagazine, covering everything from the very basics of machine learning (what are typical classifiers and how do you measure their performance?) and production considerations (how do you deal with changing patterns in data after you've deployed your model?), to newer techniques in deep learning. (eMag) |
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. (Article) |
In this podcast Chris Matts, "The IT Risk Manager", one of the original thinkers behind Real Options, Feature Injection and Behaviour Driven Development, talks about BDD, Real Options, Risk Management and the Impact of Culture for Effective Outcomes. (Podcast) |
Data Science Latest Content infoq.com/data-science |
TOP Data Science NEWS HEADLINES Nikita Ivanov on Apache Ignite In-Memory Computing Platform |
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. (Article) |
Casey Stella presents a utility written with Apache Spark to automate data preparation, discovering missing values, values with skewed distributions and discovering likely errors within data. (Presentation) |
The panelists discuss AI from an investment perspective, the challenges, the risks, trends, the role of Deep Learning, successful AI use cases, and more. (Presentation) |
Aditya Kalro discusses using large-scale data for Machine Learning (ML) research and some of the tools Facebook uses to manage the entire process of training, testing, and deploying ML models. (Presentation) |
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DevOps Latest Content infoq.com/devops |
TOP DevOps NEWS HEADLINES How New Relic Does DevOps |
Greg Hawkins discusses how Starling Bank, part of the new movement in FinTech challenger banks, is innovating while addressing the need for resilience in a world where failure is everywhere. He explains how they use techniques like failure injection and rapid, continuous delivery to build a cloud bank that customers can trust with their money and the regulator can trust with their guarantee. (Presentation) The next QCon is in New York, June 26-30, 2017. Join us! |
Edward Hiley and Dan Rathbone talk about how NHS Digital has built a highly secure and resilient system for processing patient data, applying techniques more often used in the cloud to bare metal servers. They show how they’ve built automated performance tests, an immutable infrastructure and a scalable distributed compute cluster utilizing multiple data centers and bare metal servers. (Presentation) The next QCon is in New York, June 26-30, 2017. Join us! |
Development Latest Content infoq.com/development |
Todd Brackley demonstrates provisioning a network of data through a JavaScript client to show that there is no magic and talks through some of the major design issues. (Presentation) |
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Java Latest Content infoq.com/java |
Sometimes a superficial analysis of our application performance can incorrectly have the Garbage Collector point to itself. A proper GC log analysis can lead us past the “blame the collector” game. When this happens, we can make amazing discoveries that improve the performance and stability of our applications. (Article) |
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.NET Latest Content infoq.com/dotnet |
TOP .NET NEWS HEADLINES C# Futures: Read-Only References and Structs |
No, the headline isn’t a typo. One of the new proposals for C# is to assume that all reference variables are non-nullable by default. Under the new syntax, you would need to explicitly indicate when a reference variable is nullable, just as you do for value types. (News) |
Dynamic Languages Latest Content infoq.com/dynamic_languages |
TOP Dynamic Languages NEWS HEADLINES Phantom.js Maintainer Steps down, Leaving Project's Future in Doubt |
Switching from JavaScript to TypeScript at Slack has been challenging but dramatically beneficial, writes Slack desktop engineer Felix Rieseberg. InfoQ has spoken with him. (News) |
Mobile Latest Content infoq.com/mobile |
TOP Mobile NEWS HEADLINES Amazon Improves Beta Testing for Alexa Skills |
Facebook has open sourced Litho, a framework for creating user interfaces in Android applications using a React-like declarative style with scrolling performance in mind. (News) |
Architecture & Design Latest Content infoq.com/architecture-design |
TOP Architecture & Design NEWS HEADLINES Hyperledger Steering Committee Approves First Ethereum Project Q&A with Marcin Grzejszczak on Spring Cloud Contract |
Greg Murphy describes how GameSparks has designed their platform to be tolerant of many things: unreliable and slow internet connectivity, cloud resources that can fail without warning or suffer performance degradation, and poorly-performing or resource-heavy customer code in a multi-tenant environment. (Presentation) The next QCon is in New York, June 26-30, 2017. Join us! |
Anupama Naturajan presents key principles to consider when designing RESTful APIs based on his experience designing them for real-world applications. (Presentation) |
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Culture & Methods Latest Content infoq.com/culture-methods |
TOP Culture & Methods NEWS HEADLINES Lending Privilege for Increasing Diversity and Inclusion |
The software industry revamps half of its people every five years with fresh grads, causing a state of Perpetual Inexperience. People Reengineering proposes Mentorship As A Service to fight this phenomena through one of its threads of action that seamlessly instills professional maturity into the new generations for better performance and people retention. (Article) |
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. (Article) |
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In the book The Manager's Path, Camille Fournier explores managing engineers and what it takes to be a technical manager. She describes the different roles which form the path from mentors and tech leads to senior engineering management, discusses the challenges of technical leadership and provides advice on how to deal with them. (Article) |
Scott Ambler introduces the DA framework, describing strategies at the enterprise level currently being applied in organizations around the world. (Presentation) |